DataFrame
Compared
282686
ROWS
24825
0
DUPLICATES
0
461.0 MB
RAM
40.6 MB
116
FEATURES
116
36
CATEGORICAL
36
80
NUMERICAL
80
0
TEXT
0
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
SK_ID_CURR
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
282,686
(100%)
24,825
(100%)
ZEROES:
---
---
MAX
456k
456k
95%
438k
438k
Q3
367k
366k
MEDIAN
278k
276k
AVG
278k
277k
Q1
189k
190k
5%
118k
118k
MIN
100k
100k
RANGE
356k
356k
IQR
178k
176k
STD
103k
102k
VAR
10.6B
10.5B
KURT.
-1.20
-1.19
SKEW
-0.002
0.013
SUM
78.7B
6.9B
2
AMT_INCOME_TOTAL
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2,450
(<1%)
416
(2%)
ZEROES:
---
---
MAX
18.0M
117.0M
95%
0.3M
0.3M
Q3
0.2M
0.2M
AVG
0.2M
0.2M
MEDIAN
0.1M
0.1M
Q1
0.1M
0.1M
5%
0.1M
0.1M
MIN
0.0M
0.0M
RANGE
18.0M
117.0M
IQR
90,000
90,000
STD
110k
747k
VAR
12.2B
557.5B
KURT.
3,420
24,151
SKEW
27.8
154
SUM
47.8B
4.1B
3
AMT_CREDIT
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
5,488
(2%)
2,504
(10%)
ZEROES:
---
---
MAX
4.0M
4.0M
95%
1.4M
1.3M
Q3
0.8M
0.7M
AVG
0.6M
0.6M
MEDIAN
0.5M
0.5M
Q1
0.3M
0.3M
5%
0.1M
0.2M
MIN
0.0M
0.0M
RANGE
4.0M
4.0M
IQR
540k
449k
STD
407k
346k
VAR
165.5B
120.0B
KURT.
1.86
2.71
SKEW
1.22
1.33
SUM
170.4B
13.8B
4
REGION_POPULATION_RELATIVE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
81
(<1%)
80
(<1%)
ZEROES:
---
---
MAX
0.073
0.073
95%
0.046
0.036
Q3
0.029
0.025
AVG
0.021
0.019
MEDIAN
0.019
0.019
Q1
0.010
0.010
5%
0.005
0.005
MIN
0.000
0.001
RANGE
0.072
0.072
IQR
0.019
0.016
STD
0.014
0.012
VAR
1.95e-4
1.42e-4
KURT.
3.18
3.87
SKEW
1.48
1.41
SUM
5,942
475
5
DAYS_REGISTRATION
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
15,643
(6%)
9,930
(40%)
ZEROES:
71
(<1%)
9
(<1%)
MAX
0
0
95%
-336
-269
Q3
-2,045
-1,671
MEDIAN
-4,544
-4,056
AVG
-5,030
-4,487
Q1
-7,550
-6,646
5%
-11,477
-10,604
MIN
-24,672
-22,928
RANGE
24,672
22,928
IQR
5,505
4,975
STD
3,538
3,300
VAR
12.5M
10.9M
KURT.
-0.342
-0.079
SKEW
-0.580
-0.697
SUM
-1.4B
-111.4M
6
TARGET
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
1
(<1%)
1
(<1%)
7
CNT_CHILDREN
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
13
(<1%)
9
(<1%)
ZEROES:
198,762
(70%)
16,609
(67%)
MAX
19.0
11.0
95%
2.0
2.0
Q3
1.0
1.0
AVG
0.4
0.5
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
19.0
11.0
IQR
1.00
1.00
STD
0.719
0.757
VAR
0.517
0.573
KURT.
8.16
5.49
SKEW
1.99
1.86
SUM
117k
11,514
8
DAYS_BIRTH
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
17,451
(6%)
12,239
(49%)
ZEROES:
---
---
MAX
-7,489
-7,678
95%
-9,463
-8,907
Q3
-12,536
-11,396
MEDIAN
-15,877
-14,282
AVG
-16,138
-14,885
Q1
-19,794
-18,037
5%
-23,246
-22,489
MIN
-25,229
-25,168
RANGE
17,740
17,490
IQR
7,258
6,641
STD
4,364
4,193
VAR
19.0M
17.6M
KURT.
-1.05
-0.832
SKEW
-0.092
-0.389
SUM
-4.6B
-369.5M
9
DAYS_ID_PUBLISH
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
6,164
(2%)
5,389
(22%)
ZEROES:
14
(<1%)
2
(<1%)
MAX
0
0
95%
-384
-293
Q3
-1,755
-1,392
AVG
-3,017
-2,732
MEDIAN
-3,295
-2,797
Q1
-4,313
-4,119
5%
-4,949
-4,861
MIN
-7,197
-6,207
RANGE
7,197
6,207
IQR
2,558
2,727
STD
1,507
1,517
VAR
2.3M
2.3M
KURT.
-1.09
-1.22
SKEW
0.369
0.129
SUM
-852.9M
-67.8M
10
FLAG_EMP_PHONE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
11
FLAG_WORK_PHONE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
12
FLAG_PHONE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
13
REGION_RATING_CLIENT
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
14
REGION_RATING_CLIENT_W_CITY
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
15
HOUR_APPR_PROCESS_START
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
24
(<1%)
24
(<1%)
ZEROES:
34
(<1%)
6
(<1%)
MAX
23.0
23.0
95%
17.0
17.0
Q3
14.0
14.0
AVG
12.1
11.8
MEDIAN
12.0
12.0
Q1
10.0
10.0
5%
7.0
6.0
MIN
0.0
0.0
RANGE
23.0
23.0
IQR
4.00
4.00
STD
3.26
3.28
VAR
10.6
10.8
KURT.
-0.196
-0.178
SKEW
-0.029
-0.017
SUM
3.4M
293k
16
REG_REGION_NOT_LIVE_REGION
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
17
REG_REGION_NOT_WORK_REGION
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
18
REG_CITY_NOT_LIVE_CITY
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
19
REG_CITY_NOT_WORK_CITY
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
20
LIVE_CITY_NOT_WORK_CITY
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
21
FLAG_DOCUMENT_2
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
22
FLAG_DOCUMENT_3
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
23
FLAG_DOCUMENT_6
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
24
FLAG_DOCUMENT_8
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
25
FLAG_DOCUMENT_9
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
26
FLAG_DOCUMENT_11
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
27
FLAG_DOCUMENT_13
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
28
FLAG_DOCUMENT_14
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
29
FLAG_DOCUMENT_15
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
30
FLAG_DOCUMENT_16
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
31
FLAG_DOCUMENT_18
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
32
NAME_CONTRACT_TYPE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
33
CODE_GENDER
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
2
(<1%)
34
FLAG_OWN_CAR
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
35
FLAG_OWN_REALTY
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
36
NAME_TYPE_SUITE
VALUES:
281,464
(>99%)
24,755
(>99%)
MISSING:
1,222
(<1%)
70
(<1%)
DISTINCT:
7
(<1%)
7
(<1%)
37
NAME_INCOME_TYPE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
6
(<1%)
38
NAME_EDUCATION_TYPE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
39
NAME_FAMILY_STATUS
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
5
(<1%)
40
NAME_HOUSING_TYPE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
41
OCCUPATION_TYPE
VALUES:
192,573
(68%)
18,547
(75%)
MISSING:
90,113
(32%)
6,278
(25%)
DISTINCT:
18
(<1%)
18
(<1%)
42
WEEKDAY_APPR_PROCESS_START
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
43
ORGANIZATION_TYPE
VALUES:
282,686
(100%)
24,825
(100%)
MISSING:
---
---
DISTINCT:
58
(<1%)
58
(<1%)
44
CREDIT_ACTIVE_Active_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
20
(<1%)
21
(<1%)
ZEROES:
43,720
(15%)
2,621
(11%)
MAX
20.0
32.0
95%
5.0
6.0
Q3
3.0
3.0
AVG
2.0
2.5
MEDIAN
2.0
2.0
Q1
1.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
20.0
32.0
IQR
2.00
2.00
STD
1.76
2.09
VAR
3.08
4.38
KURT.
2.88
6.05
SKEW
1.34
1.65
SUM
492k
50,336
45
CREDIT_ACTIVE_Closed_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
54
(<1%)
32
(<1%)
ZEROES:
29,632
(10%)
3,694
(15%)
MAX
108
52
95%
10
10
Q3
5
4
AVG
4
3
MEDIAN
3
2
Q1
1
1
5%
0
0
MIN
0
0
RANGE
108
52.0
IQR
4.00
3.00
STD
3.38
3.35
VAR
11.4
11.3
KURT.
12.9
8.28
SKEW
2.18
2.15
SUM
854k
63,609
46
CREDIT_ACTIVE_Sold_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
8
(<1%)
4
(<1%)
47
CREDIT_CURRENCY_currency 1_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
61
(<1%)
44
(<1%)
ZEROES:
32
(<1%)
2
(<1%)
MAX
116
55
95%
14
15
Q3
8
8
AVG
6
6
MEDIAN
4
4
Q1
2
2
5%
1
1
MIN
0
0
RANGE
116
55.0
IQR
6.00
6.00
STD
4.35
4.65
VAR
18.9
21.6
KURT.
7.63
5.58
SKEW
1.82
1.84
SUM
1.3M
114k
48
CREDIT_TYPE_Consumer credit_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
53
(<1%)
32
(<1%)
ZEROES:
15,207
(5%)
1,435
(6%)
MAX
86.0
54.0
95%
11.0
11.0
Q3
6.0
5.0
AVG
4.1
3.9
MEDIAN
3.0
3.0
Q1
2.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
86.0
54.0
IQR
4.00
4.00
STD
3.49
3.54
VAR
12.2
12.5
KURT.
7.58
6.69
SKEW
1.87
1.91
SUM
990k
80,046
49
CREDIT_TYPE_Credit card_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
22
(<1%)
18
(<1%)
ZEROES:
85,061
(30%)
6,388
(26%)
MAX
22.0
17.0
95%
4.0
5.0
Q3
2.0
2.0
AVG
1.3
1.5
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
22.0
17.0
IQR
2.00
2.00
STD
1.49
1.68
VAR
2.21
2.83
KURT.
6.76
7.11
SKEW
2.00
2.07
SUM
314k
30,262
50
CREDIT_TYPE_Other_count_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
30
(<1%)
20
(<1%)
ZEROES:
207,931
(74%)
17,726
(71%)
MAX
79.0
25.0
95%
1.0
1.0
Q3
0.0
0.0
AVG
0.2
0.2
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
79.0
25.0
IQR
0.00
0.00
STD
0.657
0.819
VAR
0.432
0.671
KURT.
1,155
163
SKEW
17.4
10.1
SUM
47,650
4,212
51
DAYS_CREDIT_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
61,738
(22%)
12,949
(52%)
ZEROES:
1
(<1%)
---
MAX
0
-4
95%
-249
-148
Q3
-683
-477
MEDIAN
-1,067
-835
AVG
-1,098
-908
Q1
-1,446
-1,247
5%
-2,109
-1,929
MIN
-2,922
-2,922
RANGE
2,922
2,918
IQR
763
770
STD
561
557
VAR
315k
310k
KURT.
0.084
0.488
SKEW
-0.491
-0.779
SUM
-266.9M
-18.5M
52
CREDIT_DAY_OVERDUE_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
1,377
(<1%)
385
(2%)
ZEROES:
240,266
(85%)
19,828
(80%)
MAX
2,770
2,776
95%
0
0
Q3
0
0
AVG
1
2
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
2,770
2,776
IQR
0.00
0.00
STD
24.4
39.2
VAR
594
1,537
KURT.
3,918
2,820
SKEW
51.8
47.2
SUM
237k
35,852
53
CNT_CREDIT_PROLONG_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
107
(<1%)
56
(<1%)
ZEROES:
235,356
(83%)
19,627
(79%)
MAX
6.00
2.00
95%
0.00
0.00
Q3
0.00
0.00
AVG
0.01
0.01
MEDIAN
0.00
0.00
Q1
0.00
0.00
5%
0.00
0.00
MIN
0.00
0.00
RANGE
6.00
2.00
IQR
0.00
0.00
STD
0.067
0.066
VAR
0.004
0.004
KURT.
841
349
SKEW
20.6
15.4
SUM
1,911
175
54
AMT_CREDIT_SUM_OVERDUE_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
1,542
(<1%)
462
(2%)
ZEROES:
240,329
(85%)
19,828
(80%)
MAX
1.6M
0.6M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
1.6M
597k
IQR
0.00
0.00
STD
5,256
5,702
VAR
27.6M
32.5M
KURT.
61,624
6,406
SKEW
234
70.4
SUM
9.4M
3.7M
55
DAYS_CREDIT_UPDATE_Bureau
VALUES:
243,123
(86%)
20,368
(82%)
MISSING:
39,563
(14%)
4,457
(18%)
DISTINCT:
52,890
(19%)
11,114
(45%)
ZEROES:
13
(<1%)
1
(<1%)
MAX
14
0
95%
-19
-14
Q3
-219
-110
MEDIAN
-493
-349
AVG
-556
-439
Q1
-789
-639
5%
-1,346
-1,196
MIN
-41,890
-20,939
RANGE
41,904
20,939
IQR
571
528
STD
454
442
VAR
206k
195k
KURT.
316
251
SKEW
-5.24
-7.14
SUM
-135.1M
-8.9M
56
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
103
(<1%)
96
(<1%)
ZEROES:
62
(<1%)
5
(<1%)
MAX
178
96
95%
96
95
Q3
71
38
AVG
36
30
MEDIAN
21
16
Q1
9
8
5%
4
5
MIN
0
0
RANGE
178
96.0
IQR
62.0
30.0
STD
32.9
29.6
VAR
1,083
874
KURT.
-1.03
0.021
SKEW
0.764
1.23
SUM
2.9M
223k
57
NAME_CONTRACT_STATUS_Completed_count_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
40
(<1%)
31
(<1%)
ZEROES:
69,491
(25%)
6,806
(27%)
MAX
45.0
36.0
95%
7.0
4.0
Q3
0.0
0.0
AVG
1.2
0.9
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
45.0
36.0
IQR
0.00
0.00
STD
4.58
3.83
VAR
21.0
14.6
KURT.
23.2
34.7
SKEW
4.80
5.77
SUM
93,611
6,420
58
MONTHS_BALANCE_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
427
(<1%)
150
(<1%)
ZEROES:
---
---
MAX
-1.0
-1.0
95%
-3.5
-3.5
Q3
-6.0
-5.0
MEDIAN
-12.0
-9.0
AVG
-19.8
-16.1
Q1
-39.0
-20.5
5%
-48.5
-48.5
MIN
-50.2
-50.0
RANGE
49.2
49.0
IQR
33.0
15.5
STD
16.9
15.2
VAR
285
231
KURT.
-1.13
-0.113
SKEW
-0.729
-1.19
SUM
-1.6M
-122k
59
AMT_BALANCE_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
53,457
(19%)
6,021
(24%)
ZEROES:
25,795
(9%)
1,510
(6%)
MAX
929k
896k
95%
286k
365k
Q3
94k
144k
AVG
69k
102k
MEDIAN
24k
62k
Q1
0k
7k
5%
0k
0k
MIN
-3k
-3k
RANGE
932k
898k
IQR
93,622
137k
STD
107k
126k
VAR
11.4B
15.8B
KURT.
9.24
5.44
SKEW
2.67
2.07
SUM
5.4B
770.9M
60
AMT_DRAWINGS_CURRENT_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
44,141
(16%)
5,669
(23%)
ZEROES:
25,774
(9%)
1,495
(6%)
MAX
1.1M
0.4M
95%
0.1M
0.1M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
1.1M
446k
IQR
17,362
24,935
STD
26,592
26,276
VAR
707.1M
690.4M
KURT.
138
34.5
SKEW
7.50
3.99
SUM
1.1B
143.0M
61
AMT_INST_MIN_REGULARITY_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
51,623
(18%)
5,855
(24%)
ZEROES:
26,057
(9%)
1,569
(6%)
MAX
43,014
39,954
95%
14,001
17,179
Q3
4,902
6,722
AVG
3,490
4,838
MEDIAN
1,590
3,090
Q1
0
507
5%
0
0
MIN
0
0
RANGE
43,014
39,954
IQR
4,902
6,214
STD
5,062
5,814
VAR
25.6M
33.8M
KURT.
7.83
5.14
SKEW
2.45
2.04
SUM
277.0M
36.4M
62
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
52,203
(18%)
5,974
(24%)
ZEROES:
24,750
(9%)
1,468
(6%)
MAX
1.1M
0.5M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
1.1M
450k
IQR
11,700
13,264
STD
21,987
19,088
VAR
483.4M
364.3M
KURT.
273
80.6
SKEW
10.8
5.93
SUM
815.6M
90.6M
63
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
52,632
(19%)
5,948
(24%)
ZEROES:
26,421
(9%)
1,570
(6%)
MAX
885k
860k
95%
277k
350k
Q3
90k
138k
AVG
66k
98k
MEDIAN
23k
60k
Q1
0k
7k
5%
0k
0k
MIN
-3k
-3k
RANGE
887k
862k
IQR
89,790
131k
STD
103k
121k
VAR
10.7B
14.7B
KURT.
9.35
5.55
SKEW
2.68
2.09
SUM
5.2B
739.6M
64
AMT_RECIVABLE_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
53,526
(19%)
6,012
(24%)
ZEROES:
25,611
(9%)
1,520
(6%)
MAX
913k
883k
95%
285k
361k
Q3
93k
143k
AVG
68k
101k
MEDIAN
24k
62k
Q1
0k
7k
5%
0k
0k
MIN
-3k
-3k
RANGE
916k
886k
IQR
92,952
136k
STD
106k
125k
VAR
11.3B
15.6B
KURT.
9.26
5.47
SKEW
2.67
2.08
SUM
5.4B
764.1M
65
AMT_TOTAL_RECEIVABLE_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
53,526
(19%)
6,012
(24%)
ZEROES:
25,611
(9%)
1,520
(6%)
MAX
913k
883k
95%
285k
361k
Q3
93k
143k
AVG
68k
101k
MEDIAN
24k
62k
Q1
0k
7k
5%
0k
0k
MIN
-3k
-3k
RANGE
916k
886k
IQR
92,977
136k
STD
106k
125k
VAR
11.3B
15.6B
KURT.
9.26
5.47
SKEW
2.67
2.08
SUM
5.4B
764.2M
66
CNT_DRAWINGS_CURRENT_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
6,305
(2%)
2,323
(9%)
ZEROES:
26,214
(9%)
1,519
(6%)
MAX
118
72
95%
7
11
Q3
1
3
AVG
1
3
MEDIAN
0
1
Q1
0
0
5%
0
0
MIN
0
0
RANGE
118
72.5
IQR
1.18
2.93
STD
3.58
4.58
VAR
12.8
20.9
KURT.
71.0
35.4
SKEW
6.23
4.52
SUM
115k
19,067
67
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
13,350
(5%)
2,208
(9%)
ZEROES:
25,836
(9%)
1,554
(6%)
MAX
73.1
64.8
95%
40.8
37.8
Q3
15.8
11.1
AVG
10.3
8.9
MEDIAN
3.9
4.0
Q1
0.0
1.4
5%
0.0
0.0
MIN
0.0
0.0
RANGE
73.1
64.8
IQR
15.8
9.68
STD
13.7
11.9
VAR
187
142
KURT.
1.02
2.71
SKEW
1.43
1.84
SUM
819k
67,290
68
SK_DPD_DEF_HCredit_CCard
VALUES:
79,371
(28%)
7,534
(30%)
MISSING:
203,315
(72%)
17,291
(70%)
DISTINCT:
1,465
(<1%)
475
(2%)
ZEROES:
65,679
(23%)
6,384
(26%)
MAX
1,308
1,310
95%
0
0
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,308
1,310
IQR
0.00
0.00
STD
8.85
18.3
VAR
78.3
336
KURT.
16,189
4,235
SKEW
124
64.2
SUM
8,436
2,590
69
AMT_INSTALMENT_mean_HCredit_installments
VALUES:
267,767
(95%)
23,876
(96%)
MISSING:
14,919
(5%)
949
(4%)
DISTINCT:
264,696
(94%)
23,737
(96%)
ZEROES:
3
(<1%)
---
MAX
2.5M
0.9M
95%
0.1M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
2.5M
904k
IQR
13,644
12,752
STD
23,600
20,112
VAR
557.0M
404.5M
KURT.
1,150
278
SKEW
19.1
10.3
SUM
5.0B
404.8M
70
DAYS_INSTALMENT_mean_HCredit_installments
VALUES:
267,767
(95%)
23,876
(96%)
MISSING:
14,919
(5%)
949
(4%)
DISTINCT:
170,797
(60%)
18,827
(76%)
ZEROES:
---
---
MAX
-3
-5
95%
-158
-136
Q3
-428
-341
MEDIAN
-808
-666
AVG
-917
-822
Q1
-1,310
-1,186
5%
-2,066
-2,058
MIN
-2,922
-2,920
RANGE
2,919
2,915
IQR
883
845
STD
597
604
VAR
357k
365k
KURT.
0.084
0.565
SKEW
-0.771
-1.03
SUM
-245.7M
-19.6M
71
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
VALUES:
267,767
(95%)
23,876
(96%)
MISSING:
14,919
(5%)
949
(4%)
DISTINCT:
51,047
(18%)
8,631
(35%)
ZEROES:
---
---
MAX
138
104
95%
37
30
Q3
9
10
AVG
10
9
MEDIAN
6
6
Q1
5
5
5%
3
3
MIN
1
1
RANGE
137
103
IQR
4.85
5.06
STD
11.4
9.92
VAR
130
98.3
KURT.
13.3
14.1
SKEW
3.38
3.41
SUM
2.6M
225k
72
NUM_INSTALMENT_VERSION_mean_HCredit_installments
VALUES:
267,767
(95%)
23,876
(96%)
MISSING:
14,919
(5%)
949
(4%)
DISTINCT:
15,225
(5%)
3,956
(16%)
ZEROES:
2,439
(<1%)
323
(1%)
MAX
22.1
39.0
95%
1.8
1.6
Q3
1.1
1.1
AVG
1.0
1.0
MEDIAN
1.0
1.0
Q1
1.0
1.0
5%
0.2
0.2
MIN
0.0
0.0
RANGE
22.1
39.0
IQR
0.111
0.097
STD
0.607
0.537
VAR
0.369
0.289
KURT.
97.2
1,074
SKEW
6.45
17.3
SUM
280k
23,551
73
NAME_CONTRACT_STATUS_Active_count_pos_cash
VALUES:
265,823
(94%)
23,621
(95%)
MISSING:
16,863
(6%)
1,204
(5%)
DISTINCT:
209
(<1%)
166
(<1%)
ZEROES:
180
(<1%)
23
(<1%)
MAX
271
217
95%
73
68
Q3
36
32
AVG
27
24
MEDIAN
21
17
Q1
11
10
5%
5
5
MIN
0
0
RANGE
271
217
IQR
25.0
22.0
STD
22.6
21.5
VAR
510
461
KURT.
4.56
6.48
SKEW
1.81
2.14
SUM
7.2M
574k
74
NAME_CONTRACT_STATUS_Completed_count_pos_cash
VALUES:
265,823
(94%)
23,621
(95%)
MISSING:
16,863
(6%)
1,204
(5%)
DISTINCT:
47
(<1%)
32
(<1%)
ZEROES:
29,105
(10%)
3,123
(13%)
MAX
85.0
60.0
95%
5.0
5.0
Q3
3.0
2.0
AVG
2.2
2.0
MEDIAN
2.0
1.0
Q1
1.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
85.0
60.0
IQR
2.00
1.00
STD
3.15
3.03
VAR
9.89
9.21
KURT.
183
197
SKEW
11.5
12.1
SUM
588k
46,952
75
NAME_CONTRACT_STATUS_Other_count_pos_cash
VALUES:
265,823
(94%)
23,621
(95%)
MISSING:
16,863
(6%)
1,204
(5%)
DISTINCT:
51
(<1%)
29
(<1%)
ZEROES:
258,188
(91%)
22,856
(92%)
MAX
134
73
95%
0
0
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
134
73.0
IQR
0.00
0.00
STD
1.10
1.32
VAR
1.20
1.75
KURT.
4,448
1,954
SKEW
61.3
41.5
SUM
13,572
1,729
76
MONTHS_BALANCE_pos_cash
VALUES:
265,823
(94%)
23,621
(95%)
MISSING:
16,863
(6%)
1,204
(5%)
DISTINCT:
60,722
(21%)
10,604
(43%)
ZEROES:
---
---
MAX
-1.0
-1.0
95%
-6.2
-5.5
Q3
-15.7
-13.0
MEDIAN
-29.0
-24.9
AVG
-32.0
-29.5
Q1
-44.1
-41.4
5%
-71.5
-71.2
MIN
-96.0
-96.0
RANGE
95.0
95.0
IQR
28.5
28.3
STD
20.1
20.3
VAR
403
412
KURT.
0.125
0.389
SKEW
-0.781
-0.962
SUM
-8.5M
-697k
77
SK_DPD_pos_cash
VALUES:
265,823
(94%)
23,621
(95%)
MISSING:
16,863
(6%)
1,204
(5%)
DISTINCT:
10,138
(4%)
2,275
(9%)
ZEROES:
216,639
(77%)
18,122
(73%)
MAX
2,622
2,115
95%
1
2
Q3
0
0
AVG
4
6
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
2,622
2,115
IQR
0.00
0.00
STD
59.4
71.0
VAR
3,523
5,041
KURT.
491
377
SKEW
20.3
18.2
SUM
1.1M
130k
78
SK_DPD_DEF_pos_cash
VALUES:
265,823
(94%)
23,621
(95%)
MISSING:
16,863
(6%)
1,204
(5%)
DISTINCT:
4,219
(1%)
1,506
(6%)
ZEROES:
230,240
(81%)
19,314
(78%)
MAX
1,671
1,741
95%
0
1
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,671
1,741
IQR
0.00
0.00
STD
11.7
22.8
VAR
136
518
KURT.
12,492
4,578
SKEW
108
66.4
SUM
50,462
11,729
79
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
36
(<1%)
25
(<1%)
ZEROES:
19,877
(7%)
2,157
(9%)
MAX
45.0
26.0
95%
6.0
5.0
Q3
3.0
3.0
AVG
2.2
2.0
MEDIAN
2.0
1.0
Q1
1.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
45.0
26.0
IQR
2.00
2.00
STD
1.81
1.80
VAR
3.29
3.24
KURT.
13.9
15.3
SKEW
2.44
2.74
SUM
577k
48,207
80
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
24
(<1%)
22
(<1%)
ZEROES:
173,073
(61%)
13,925
(56%)
MAX
31.0
30.0
95%
2.0
3.0
Q3
1.0
1.0
AVG
0.5
0.7
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
31.0
30.0
IQR
1.00
1.00
STD
0.987
1.21
VAR
0.975
1.48
KURT.
30.7
40.8
SKEW
3.77
4.17
SUM
144k
16,893
81
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
4
(<1%)
4
(<1%)
82
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
41
(<1%)
28
(<1%)
ZEROES:
10,435
(4%)
968
(4%)
MAX
49.0
52.0
95%
7.0
7.0
Q3
4.0
4.0
AVG
2.7
2.7
MEDIAN
2.0
2.0
Q1
1.0
1.0
5%
1.0
1.0
MIN
0.0
0.0
RANGE
49.0
52.0
IQR
3.00
3.00
STD
2.12
2.25
VAR
4.51
5.08
KURT.
12.2
20.2
SKEW
2.25
2.74
SUM
722k
65,163
83
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
52
(<1%)
42
(<1%)
ZEROES:
116,452
(41%)
10,210
(41%)
MAX
60.0
58.0
95%
8.0
8.0
Q3
3.0
3.0
AVG
1.9
2.1
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
60.0
58.0
IQR
3.00
3.00
STD
2.95
3.21
VAR
8.73
10.3
KURT.
16.8
21.8
SKEW
3.02
3.38
SUM
518k
49,458
84
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
38
(<1%)
27
(<1%)
ZEROES:
166,064
(59%)
14,267
(57%)
MAX
58.0
40.0
95%
4.0
5.0
Q3
1.0
1.0
AVG
0.9
1.0
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
58.0
40.0
IQR
1.00
1.00
STD
1.66
1.84
VAR
2.75
3.39
KURT.
36.7
26.7
SKEW
3.82
3.70
SUM
236k
23,800
85
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
44
(<1%)
34
(<1%)
ZEROES:
177,270
(63%)
13,493
(54%)
MAX
68.0
58.0
95%
4.0
6.0
Q3
1.0
2.0
AVG
0.8
1.2
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
68.0
58.0
IQR
1.00
2.00
STD
1.75
2.35
VAR
3.08
5.51
KURT.
50.0
44.1
SKEW
4.85
4.56
SUM
216k
29,438
86
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
45
(<1%)
34
(<1%)
ZEROES:
95,103
(34%)
7,623
(31%)
MAX
63.0
58.0
95%
6.0
7.0
Q3
3.0
3.0
AVG
1.8
2.1
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
63.0
58.0
IQR
3.00
3.00
STD
2.34
2.74
VAR
5.46
7.51
KURT.
20.3
21.4
SKEW
2.93
3.09
SUM
473k
50,321
87
CODE_REJECT_REASON_Other_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
32
(<1%)
22
(<1%)
ZEROES:
206,120
(73%)
16,753
(67%)
MAX
54.0
32.0
95%
2.0
3.0
Q3
0.0
1.0
AVG
0.4
0.6
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
54.0
32.0
IQR
0.00
1.00
STD
1.03
1.32
VAR
1.07
1.75
KURT.
96.1
44.4
SKEW
6.09
4.74
SUM
108k
14,187
88
CODE_REJECT_REASON_XAP_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
46
(<1%)
32
(<1%)
ZEROES:
548
(<1%)
59
(<1%)
MAX
67.0
43.0
95%
10.0
10.0
Q3
5.0
5.0
AVG
3.9
3.8
MEDIAN
3.0
3.0
Q1
2.0
2.0
5%
1.0
1.0
MIN
0.0
0.0
RANGE
67.0
43.0
IQR
3.00
3.00
STD
3.04
3.10
VAR
9.26
9.63
KURT.
6.98
7.00
SKEW
1.82
1.98
SUM
1.1M
91,043
89
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
23
(<1%)
17
(<1%)
ZEROES:
195,642
(69%)
18,710
(75%)
MAX
36.0
24.0
95%
2.0
2.0
Q3
1.0
0.0
AVG
0.4
0.4
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
36.0
24.0
IQR
1.00
0.00
STD
0.868
0.919
VAR
0.753
0.844
KURT.
49.4
56.7
SKEW
4.58
5.45
SUM
107k
8,432
90
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
64
(<1%)
48
(<1%)
ZEROES:
64,506
(23%)
5,941
(24%)
MAX
71.0
59.0
95%
11.0
13.0
Q3
5.0
5.0
AVG
3.5
3.8
MEDIAN
2.0
2.0
Q1
1.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
71.0
59.0
IQR
4.00
4.00
STD
4.13
4.60
VAR
17.0
21.2
KURT.
10.2
11.0
SKEW
2.32
2.49
SUM
947k
90,430
91
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
31
(<1%)
20
(<1%)
ZEROES:
60,289
(21%)
6,820
(27%)
MAX
42.0
21.0
95%
4.0
4.0
Q3
2.0
2.0
AVG
1.5
1.3
MEDIAN
1.0
1.0
Q1
1.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
42.0
21.0
IQR
1.00
2.00
STD
1.45
1.42
VAR
2.10
2.01
KURT.
18.1
15.8
SKEW
2.54
2.74
SUM
392k
30,783
92
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
59
(<1%)
50
(<1%)
ZEROES:
87,288
(31%)
7,153
(29%)
MAX
68.0
58.0
95%
10.0
11.0
Q3
4.0
4.0
AVG
2.7
3.1
MEDIAN
1.0
2.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
68.0
58.0
IQR
4.00
4.00
STD
3.60
4.11
VAR
13.0
16.9
KURT.
13.3
14.2
SKEW
2.69
2.79
SUM
722k
74,824
93
NAME_PORTFOLIO_Cash_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
39
(<1%)
30
(<1%)
ZEROES:
130,612
(46%)
11,244
(45%)
MAX
51.0
31.0
95%
5.0
6.0
Q3
2.0
2.0
AVG
1.3
1.5
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
51.0
31.0
IQR
2.00
2.00
STD
2.13
2.32
VAR
4.54
5.36
KURT.
17.8
16.1
SKEW
3.15
3.13
SUM
357k
34,766
94
NAME_PORTFOLIO_POS_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
34
(<1%)
22
(<1%)
ZEROES:
20,856
(7%)
2,251
(9%)
MAX
43.0
22.0
95%
5.0
5.0
Q3
3.0
2.0
AVG
2.0
1.9
MEDIAN
2.0
1.0
Q1
1.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
43.0
22.0
IQR
2.00
1.00
STD
1.69
1.65
VAR
2.85
2.73
KURT.
13.2
15.1
SKEW
2.37
2.71
SUM
547k
45,240
95
NAME_PORTFOLIO_XNA_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
41
(<1%)
29
(<1%)
ZEROES:
150,956
(53%)
12,478
(50%)
MAX
59.0
58.0
95%
4.0
5.0
Q3
1.0
2.0
AVG
1.0
1.3
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
59.0
58.0
IQR
1.00
2.00
STD
1.82
2.14
VAR
3.32
4.57
KURT.
37.7
44.3
SKEW
3.89
4.18
SUM
277k
29,937
96
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
32
(<1%)
24
(<1%)
ZEROES:
202,523
(72%)
15,871
(64%)
MAX
42.0
29.0
95%
2.0
3.0
Q3
0.0
1.0
AVG
0.4
0.7
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
42.0
29.0
IQR
0.00
1.00
STD
1.06
1.44
VAR
1.12
2.08
KURT.
75.3
39.3
SKEW
5.88
4.69
SUM
112k
15,992
97
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
34
(<1%)
24
(<1%)
ZEROES:
127,980
(45%)
11,790
(47%)
MAX
51.0
26.0
95%
5.0
5.0
Q3
2.0
2.0
AVG
1.3
1.3
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
51.0
26.0
IQR
2.00
2.00
STD
1.99
2.02
VAR
3.95
4.07
KURT.
14.5
13.0
SKEW
2.79
2.81
SUM
354k
31,170
98
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
53
(<1%)
44
(<1%)
ZEROES:
126,832
(45%)
11,084
(45%)
MAX
68.0
58.0
95%
8.0
9.0
Q3
3.0
3.0
AVG
2.0
2.3
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
68.0
58.0
IQR
3.00
3.00
STD
3.23
3.57
VAR
10.4
12.7
KURT.
15.1
17.9
SKEW
2.93
3.11
SUM
546k
54,097
99
CHANNEL_TYPE_Other_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
39
(<1%)
26
(<1%)
ZEROES:
164,701
(58%)
14,238
(57%)
MAX
57.0
37.0
95%
3.0
4.0
Q3
1.0
1.0
AVG
0.7
0.8
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
57.0
37.0
IQR
1.00
1.00
STD
1.32
1.59
VAR
1.74
2.54
KURT.
58.5
41.6
SKEW
4.83
4.59
SUM
187k
19,811
100
CHANNEL_TYPE_Stone_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
23
(<1%)
15
(<1%)
ZEROES:
158,527
(56%)
15,127
(61%)
MAX
28.0
20.0
95%
3.0
2.0
Q3
1.0
1.0
AVG
0.6
0.6
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
28.0
20.0
IQR
1.00
1.00
STD
1.03
0.999
VAR
1.06
0.997
KURT.
19.5
23.6
SKEW
3.03
3.42
SUM
170k
13,524
101
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
31
(<1%)
21
(<1%)
ZEROES:
100,479
(36%)
9,862
(40%)
MAX
48.0
32.0
95%
4.0
4.0
Q3
2.0
2.0
AVG
1.2
1.1
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
48.0
32.0
IQR
2.00
2.00
STD
1.46
1.44
VAR
2.12
2.09
KURT.
23.6
31.8
SKEW
2.89
3.51
SUM
316k
25,810
102
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
21
(<1%)
13
(<1%)
ZEROES:
187,419
(66%)
18,256
(74%)
MAX
28.0
20.0
95%
2.0
2.0
Q3
1.0
0.0
AVG
0.4
0.3
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
28.0
20.0
IQR
1.00
0.00
STD
0.787
0.721
VAR
0.619
0.519
KURT.
29.1
44.2
SKEW
3.41
4.30
SUM
111k
7,683
103
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
58
(<1%)
47
(<1%)
ZEROES:
104,188
(37%)
8,739
(35%)
MAX
68.0
58.0
95%
9.0
10.0
Q3
3.0
4.0
AVG
2.4
2.8
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
68.0
58.0
IQR
3.00
4.00
STD
3.47
3.95
VAR
12.0
15.6
KURT.
14.0
15.2
SKEW
2.79
2.90
SUM
648k
66,922
104
NAME_YIELD_GROUP_high_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
31
(<1%)
20
(<1%)
ZEROES:
118,144
(42%)
9,077
(37%)
MAX
38.0
25.0
95%
4.0
4.0
Q3
2.0
2.0
AVG
1.0
1.2
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
38.0
25.0
IQR
2.00
2.00
STD
1.39
1.55
VAR
1.93
2.41
KURT.
19.2
13.9
SKEW
2.86
2.68
SUM
277k
29,214
105
NAME_YIELD_GROUP_low_action_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
24
(<1%)
16
(<1%)
ZEROES:
213,368
(75%)
20,173
(81%)
MAX
23.0
23.0
95%
1.0
1.0
Q3
0.0
0.0
AVG
0.3
0.2
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
23.0
23.0
IQR
0.00
0.00
STD
0.688
0.644
VAR
0.474
0.415
KURT.
65.9
132
SKEW
5.32
7.53
SUM
73,517
5,070
106
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
26
(<1%)
18
(<1%)
ZEROES:
122,670
(43%)
12,599
(51%)
MAX
30.0
20.0
95%
3.0
3.0
Q3
1.0
1.0
MEDIAN
1.0
0.0
AVG
1.0
0.8
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
30.0
20.0
IQR
1.00
1.00
STD
1.31
1.28
VAR
1.70
1.63
KURT.
16.2
20.8
SKEW
2.79
3.27
SUM
255k
19,605
107
NAME_YIELD_GROUP_middle_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
27
(<1%)
18
(<1%)
ZEROES:
104,726
(37%)
9,830
(40%)
MAX
52.0
26.0
95%
4.0
4.0
Q3
2.0
2.0
AVG
1.1
1.1
MEDIAN
1.0
1.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
52.0
26.0
IQR
2.00
2.00
STD
1.38
1.43
VAR
1.91
2.04
KURT.
18.6
13.9
SKEW
2.59
2.63
SUM
299k
26,138
108
PRODUCT_COMBINATION_Other_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
47
(<1%)
36
(<1%)
ZEROES:
47,725
(17%)
4,768
(19%)
MAX
59.0
44.0
95%
8.0
8.0
Q3
4.0
4.0
AVG
2.6
2.8
MEDIAN
2.0
2.0
Q1
1.0
1.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
59.0
44.0
IQR
3.00
3.00
STD
2.73
3.04
VAR
7.44
9.25
KURT.
11.5
13.2
SKEW
2.39
2.56
SUM
696k
65,598
109
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
22
(<1%)
14
(<1%)
ZEROES:
135,466
(48%)
12,586
(51%)
MAX
34.0
17.0
95%
3.0
3.0
Q3
1.0
1.0
AVG
0.8
0.7
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
34.0
17.0
IQR
1.00
1.00
STD
1.10
1.09
VAR
1.20
1.19
KURT.
17.5
18.3
SKEW
2.70
3.05
SUM
209k
17,516
110
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
21
(<1%)
14
(<1%)
ZEROES:
158,321
(56%)
13,432
(54%)
MAX
29.0
14.0
95%
3.0
3.0
Q3
1.0
1.0
AVG
0.7
0.7
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
29.0
14.0
IQR
1.00
1.00
STD
1.03
1.07
VAR
1.07
1.15
KURT.
17.1
12.5
SKEW
2.74
2.60
SUM
174k
16,815
111
AMT_APPLICATION_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
179,134
(63%)
20,462
(82%)
ZEROES:
959
(<1%)
56
(<1%)
MAX
4.0M
2.1M
95%
0.4M
0.4M
Q3
0.2M
0.2M
AVG
0.2M
0.1M
MEDIAN
0.1M
0.1M
Q1
0.1M
0.1M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
4.0M
2.1M
IQR
130k
122k
STD
154k
141k
VAR
23.8B
20.0B
KURT.
28.0
18.4
SKEW
3.61
3.20
SUM
41.4B
3.4B
112
AMT_CREDIT_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
196,528
(70%)
22,284
(90%)
ZEROES:
220
(<1%)
7
(<1%)
MAX
4.0M
2.4M
95%
0.5M
0.5M
Q3
0.2M
0.2M
AVG
0.2M
0.2M
MEDIAN
0.1M
0.1M
Q1
0.1M
0.1M
5%
0.0M
0.0M
MIN
0.0M
0.0M
RANGE
4.0M
2.4M
IQR
150k
144k
STD
167k
157k
VAR
27.7B
24.5B
KURT.
23.6
16.2
SKEW
3.32
2.95
SUM
45.7B
3.8B
113
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
127
(<1%)
65
(<1%)
ZEROES:
---
---
MAX
1.000
1.000
95%
1.000
1.000
Q3
1.000
1.000
MEDIAN
1.000
1.000
AVG
0.997
0.996
Q1
1.000
1.000
5%
1.000
1.000
MIN
0.111
0.286
RANGE
0.889
0.714
IQR
0.00
0.00
STD
0.027
0.032
VAR
7.04e-4
0.001
KURT.
184
162
SKEW
-12.1
-11.5
SUM
266k
23,755
114
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
90
(<1%)
49
(<1%)
ZEROES:
38
(<1%)
4
(<1%)
MAX
1.00
1.00
95%
1.00
1.00
Q3
1.00
1.00
MEDIAN
1.00
1.00
AVG
1.00
1.00
Q1
1.00
1.00
5%
1.00
1.00
MIN
0.00
0.00
RANGE
1.00
1.00
IQR
0.00
0.00
STD
0.025
0.027
VAR
6.27e-4
7.32e-4
KURT.
486
414
SKEW
-17.9
-16.6
SUM
267k
23,780
115
DAYS_DECISION_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
57,317
(20%)
13,430
(54%)
ZEROES:
---
---
MAX
-2
-3
95%
-234
-211
Q3
-474
-398
MEDIAN
-800
-673
AVG
-928
-829
Q1
-1,258
-1,105
5%
-2,093
-2,020
MIN
-2,922
-2,922
RANGE
2,920
2,919
IQR
784
707
STD
578
566
VAR
334k
320k
KURT.
0.524
1.22
SKEW
-0.970
-1.24
SUM
-247.9M
-19.8M
116
SELLERPLACE_AREA_HCredit_PApp
VALUES:
267,212
(95%)
23,845
(96%)
MISSING:
15,474
(5%)
980
(4%)
DISTINCT:
37,763
(13%)
8,228
(33%)
ZEROES:
1,162
(<1%)
80
(<1%)
MAX
4.0M
0.1M
95%
0.0M
0.0M
Q3
0.0M
0.0M
AVG
0.0M
0.0M
MEDIAN
0.0M
0.0M
Q1
0.0M
0.0M
5%
-0.0M
-0.0M
MIN
-0.0M
-0.0M
RANGE
4.0M
74,626
IQR
335
246
STD
11,183
1,419
VAR
125.1M
2.0M
KURT.
123k
1,411
SKEW
344
31.5
SUM
112.5M
7.8M
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Compared"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
SK_ID_CURR
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.01
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.00
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.00
DAYS_CREDIT_Bureau
0.00
CREDIT_TYPE_Credit card_count_Bureau
0.00
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.00
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.00
AMT_BALANCE_HCredit_CCard
0.00
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.00
AMT_RECIVABLE_HCredit_CCard
0.00
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.00
NAME_YIELD_GROUP_low_action_count_HCredit_PApp
0.00
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.00
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.01
CREDIT_ACTIVE_Sold_count_Bureau
0.01
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
NAME_INCOME_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
NAME_HOUSING_TYPE
0.00
NAME_TYPE_SUITE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_DOCUMENT_3
0.00
REG_CITY_NOT_LIVE_CITY
0.00
CODE_GENDER
0.00
FLAG_DOCUMENT_15
0.00
MOST FREQUENT VALUES
100003
1
<0.1%
0
0.0%
337764
1
<0.1%
0
0.0%
337770
1
<0.1%
0
0.0%
337769
1
<0.1%
0
0.0%
337768
1
<0.1%
0
0.0%
337767
1
<0.1%
0
0.0%
337766
1
<0.1%
0
0.0%
337765
1
<0.1%
0
0.0%
337763
1
<0.1%
0
0.0%
337754
1
<0.1%
0
0.0%
337762
1
<0.1%
0
0.0%
337760
1
<0.1%
0
0.0%
337759
1
<0.1%
0
0.0%
337758
1
<0.1%
0
0.0%
337757
1
<0.1%
0
0.0%
SMALLEST VALUES
100003
1
<0.1%
0
0.0%
100004
1
<0.1%
0
0.0%
100006
1
<0.1%
0
0.0%
100007
1
<0.1%
0
0.0%
100008
1
<0.1%
0
0.0%
100009
1
<0.1%
0
0.0%
100010
1
<0.1%
0
0.0%
100011
1
<0.1%
0
0.0%
100012
1
<0.1%
0
0.0%
100014
1
<0.1%
0
0.0%
100015
1
<0.1%
0
0.0%
100016
1
<0.1%
0
0.0%
100017
1
<0.1%
0
0.0%
100018
1
<0.1%
0
0.0%
100019
1
<0.1%
0
0.0%
LARGEST VALUES
456255
1
<0.1%
0
0.0%
456253
1
<0.1%
0
0.0%
456252
1
<0.1%
0
0.0%
456251
1
<0.1%
0
0.0%
456249
1
<0.1%
0
0.0%
456248
1
<0.1%
0
0.0%
456247
1
<0.1%
0
0.0%
456246
1
<0.1%
0
0.0%
456245
1
<0.1%
0
0.0%
456244
1
<0.1%
0
0.0%
456243
1
<0.1%
0
0.0%
456242
1
<0.1%
0
0.0%
456241
1
<0.1%
0
0.0%
456240
1
<0.1%
0
0.0%
456239
1
<0.1%
0
0.0%
AMT_INCOME_TOTAL
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_CREDIT
0.34
AMT_APPLICATION_HCredit_PApp
0.25
AMT_CREDIT_HCredit_PApp
0.24
AMT_INSTALMENT_mean_HCredit_installments
0.19
CREDIT_TYPE_Other_count_Bureau
0.17
REGION_POPULATION_RELATIVE
0.17
CREDIT_TYPE_Credit card_count_Bureau
0.14
CREDIT_ACTIVE_Active_count_Bureau
0.14
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.12
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.11
CREDIT_CURRENCY_currency 1_count_Bureau
0.11
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.10
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.09
AMT_RECIVABLE_HCredit_CCard
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.26
REGION_RATING_CLIENT_W_CITY
0.24
REGION_RATING_CLIENT
0.24
NAME_EDUCATION_TYPE
0.22
NAME_INCOME_TYPE
0.21
ORGANIZATION_TYPE
0.20
FLAG_OWN_CAR
0.18
CODE_GENDER
0.17
FLAG_DOCUMENT_8
0.16
FLAG_EMP_PHONE
0.14
REG_REGION_NOT_WORK_REGION
0.14
FLAG_DOCUMENT_6
0.10
REG_REGION_NOT_LIVE_REGION
0.07
NAME_FAMILY_STATUS
0.06
MOST FREQUENT VALUES
135000.0
32,767
11.6%
2,983
12.0%
112500.0
28,299
10.0%
2,720
11.0%
157500.0
24,249
8.6%
2,307
9.3%
180000.0
22,636
8.0%
2,083
8.4%
90000.0
20,639
7.3%
1,844
7.4%
225000.0
19,131
6.8%
1,567
6.3%
202500.0
15,014
5.3%
1,327
5.3%
67500.0
10,236
3.6%
911
3.7%
270000.0
10,076
3.6%
751
3.0%
315000.0
5,513
2.0%
349
1.4%
81000.0
5,438
1.9%
563
2.3%
247500.0
4,961
1.8%
383
1.5%
126000.0
4,256
1.5%
412
1.7%
360000.0
3,881
1.4%
234
0.9%
121500.0
3,483
1.2%
365
1.5%
SMALLEST VALUES
25650.0
1
<0.1%
1
<0.1%
26100.0
3
<0.1%
0
0.0%
26460.0
1
<0.1%
0
0.0%
26550.0
2
<0.1%
0
0.0%
27000.0
63
<0.1%
3
<0.1%
27585.0
1
<0.1%
0
0.0%
27900.0
6
<0.1%
1
<0.1%
27967.5
1
<0.1%
0
0.0%
28161.0
1
<0.1%
0
0.0%
28350.0
11
<0.1%
0
0.0%
28404.0
1
<0.1%
0
0.0%
28575.0
2
<0.1%
1
<0.1%
28593.0
1
<0.1%
0
0.0%
28723.5
1
<0.1%
0
0.0%
28800.0
3
<0.1%
0
0.0%
LARGEST VALUES
18000090.0
1
<0.1%
0
0.0%
13500000.0
1
<0.1%
0
0.0%
9000000.0
1
<0.1%
0
0.0%
6750000.0
1
<0.1%
0
0.0%
4500000.0
4
<0.1%
0
0.0%
3950059.5
1
<0.1%
0
0.0%
3825000.0
1
<0.1%
0
0.0%
3600000.0
2
<0.1%
0
0.0%
3375000.0
2
<0.1%
0
0.0%
3150000.0
1
<0.1%
1
<0.1%
2930026.5
1
<0.1%
0
0.0%
2700000.0
1
<0.1%
0
0.0%
2475000.0
1
<0.1%
0
0.0%
2250000.0
13
<0.1%
0
0.0%
2214117.0
1
<0.1%
0
0.0%
AMT_CREDIT
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_INCOME_TOTAL
0.34
AMT_APPLICATION_HCredit_PApp
0.21
AMT_CREDIT_HCredit_PApp
0.20
AMT_INSTALMENT_mean_HCredit_installments
0.16
MONTHS_BALANCE_HCredit_CCard
-0.13
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.13
REGION_POPULATION_RELATIVE
0.10
DAYS_CREDIT_Bureau
-0.08
DAYS_DECISION_HCredit_PApp
-0.08
DAYS_INSTALMENT_mean_HCredit_installments
-0.08
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.08
CREDIT_TYPE_Credit card_count_Bureau
0.07
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.07
MONTHS_BALANCE_pos_cash
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.22
OCCUPATION_TYPE
0.15
NAME_FAMILY_STATUS
0.15
REGION_RATING_CLIENT_W_CITY
0.14
REGION_RATING_CLIENT
0.14
NAME_EDUCATION_TYPE
0.13
NAME_INCOME_TYPE
0.12
FLAG_OWN_CAR
0.12
FLAG_DOCUMENT_3
0.10
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.08
FLAG_EMP_PHONE
0.07
FLAG_DOCUMENT_16
0.06
NAME_HOUSING_TYPE
0.06
MOST FREQUENT VALUES
450000.0
8,651
3.1%
1,058
4.3%
675000.0
8,209
2.9%
668
2.7%
225000.0
7,565
2.7%
597
2.4%
270000.0
6,794
2.4%
447
1.8%
180000.0
6,750
2.4%
592
2.4%
900000.0
5,912
2.1%
334
1.3%
254700.0
4,130
1.5%
370
1.5%
808650.0
3,763
1.3%
389
1.6%
545040.0
3,691
1.3%
746
3.0%
135000.0
3,433
1.2%
227
0.9%
1125000.0
3,334
1.2%
159
0.6%
755190.0
3,220
1.1%
304
1.2%
284400.0
2,713
1.0%
383
1.5%
521280.0
2,688
1.0%
487
2.0%
1078200.0
2,589
0.9%
267
1.1%
SMALLEST VALUES
45000.0
218
<0.1%
12
<0.1%
47970.0
209
<0.1%
9
<0.1%
48519.0
1
<0.1%
0
0.0%
49455.0
18
<0.1%
1
<0.1%
49500.0
40
<0.1%
0
0.0%
49752.0
52
<0.1%
1
<0.1%
50940.0
374
0.1%
19
<0.1%
52128.0
113
<0.1%
2
<0.1%
52767.0
16
<0.1%
0
0.0%
53910.0
47
<0.1%
9
<0.1%
54000.0
53
<0.1%
2
<0.1%
54400.5
5
<0.1%
0
0.0%
54504.0
3
<0.1%
0
0.0%
54729.0
4
<0.1%
0
0.0%
54738.0
3
<0.1%
0
0.0%
LARGEST VALUES
4050000.0
8
<0.1%
0
0.0%
4031032.5
1
<0.1%
0
0.0%
3956274.0
1
<0.1%
0
0.0%
3860019.0
1
<0.1%
0
0.0%
3600000.0
2
<0.1%
0
0.0%
3375000.0
4
<0.1%
0
0.0%
3312162.0
1
<0.1%
0
0.0%
3299688.0
1
<0.1%
0
0.0%
3150000.0
9
<0.1%
0
0.0%
3075579.0
1
<0.1%
0
0.0%
3060000.0
1
<0.1%
0
0.0%
2980521.0
1
<0.1%
0
0.0%
2931660.0
6
<0.1%
0
0.0%
2925000.0
3
<0.1%
0
0.0%
2736000.0
1
<0.1%
0
0.0%
REGION_POPULATION_RELATIVE
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
HOUR_APPR_PROCESS_START
0.17
AMT_INCOME_TOTAL
0.17
AMT_CREDIT
0.10
AMT_CREDIT_HCredit_PApp
0.09
AMT_APPLICATION_HCredit_PApp
0.09
CREDIT_TYPE_Consumer credit_count_Bureau
-0.08
MONTHS_BALANCE_HCredit_CCard
-0.08
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.07
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.07
CHANNEL_TYPE_Stone_count_HCredit_PApp
-0.07
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.06
AMT_INSTALMENT_mean_HCredit_installments
0.06
DAYS_REGISTRATION
-0.05
CREDIT_ACTIVE_Closed_count_Bureau
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.64
REGION_RATING_CLIENT_W_CITY
0.62
NAME_INCOME_TYPE
0.16
ORGANIZATION_TYPE
0.10
FLAG_PHONE
0.09
FLAG_DOCUMENT_8
0.09
FLAG_DOCUMENT_3
0.09
NAME_EDUCATION_TYPE
0.07
REG_REGION_NOT_WORK_REGION
0.06
OCCUPATION_TYPE
0.06
NAME_HOUSING_TYPE
0.05
REG_CITY_NOT_LIVE_CITY
0.05
REG_CITY_NOT_WORK_CITY
0.04
FLAG_OWN_CAR
0.04
MOST FREQUENT VALUES
0.035792
15,258
5.4%
1,150
4.6%
0.04622
12,779
4.5%
663
2.7%
0.030755
11,213
4.0%
950
3.8%
0.025164
10,902
3.9%
1,048
4.2%
0.026392
10,879
3.8%
722
2.9%
0.031329
10,400
3.7%
921
3.7%
0.028663
10,220
3.6%
937
3.8%
0.072508
8,078
2.9%
334
1.3%
0.019101
8,047
2.8%
647
2.6%
0.020713
7,219
2.6%
847
3.4%
0.01885
7,164
2.5%
504
2.0%
0.018634
6,406
2.3%
632
2.5%
0.022625
6,401
2.3%
542
2.2%
0.032561
6,333
2.2%
303
1.2%
0.020246
6,326
2.2%
852
3.4%
SMALLEST VALUES
0.00029
2
<0.1%
0
0.0%
0.000533
31
<0.1%
8
<0.1%
0.000938
25
<0.1%
3
<0.1%
0.001276
524
0.2%
34
0.1%
0.001333
206
<0.1%
29
0.1%
0.001417
407
0.1%
60
0.2%
0.002042
1,472
0.5%
170
0.7%
0.002134
884
0.3%
167
0.7%
0.002506
884
0.3%
60
0.2%
0.003069
1,640
0.6%
143
0.6%
0.0031219999999999
1,042
0.4%
105
0.4%
0.0035409999999999
588
0.2%
39
0.2%
0.003813
1,429
0.5%
187
0.8%
0.0038179999999999
1,118
0.4%
94
0.4%
0.004849
929
0.3%
109
0.4%
LARGEST VALUES
0.072508
8,078
2.9%
334
1.3%
0.04622
12,779
4.5%
663
2.7%
0.035792
15,258
5.4%
1,150
4.6%
0.032561
6,333
2.2%
303
1.2%
0.031329
10,400
3.7%
921
3.7%
0.030755
11,213
4.0%
950
3.8%
0.028663
10,220
3.6%
937
3.8%
0.026392
10,879
3.8%
722
2.9%
0.025164
10,902
3.9%
1,048
4.2%
0.02461
5,954
2.1%
450
1.8%
0.0228
3,509
1.2%
298
1.2%
0.022625
6,401
2.3%
542
2.2%
0.020713
7,219
2.6%
847
3.4%
0.020246
6,326
2.2%
852
3.4%
0.0196889999999999
5,610
2.0%
562
2.3%
DAYS_REGISTRATION
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.33
CNT_CHILDREN
0.19
DAYS_ID_PUBLISH
0.10
DAYS_CREDIT_Bureau
0.09
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.09
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.09
MONTHS_BALANCE_HCredit_CCard
0.08
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.08
CREDIT_TYPE_Other_count_Bureau
0.08
DAYS_CREDIT_UPDATE_Bureau
0.08
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.07
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.07
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.07
AMT_INCOME_TOTAL
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.22
NAME_INCOME_TYPE
0.21
FLAG_EMP_PHONE
0.21
OCCUPATION_TYPE
0.16
FLAG_DOCUMENT_6
0.14
NAME_FAMILY_STATUS
0.11
NAME_EDUCATION_TYPE
0.11
REG_CITY_NOT_WORK_CITY
0.10
FLAG_OWN_CAR
0.09
NAME_HOUSING_TYPE
0.09
CODE_GENDER
0.08
REGION_RATING_CLIENT
0.08
FLAG_PHONE
0.08
LIVE_CITY_NOT_WORK_CITY
0.07
MOST FREQUENT VALUES
-1.0
96
<0.1%
17
<0.1%
-7.0
86
<0.1%
12
<0.1%
-6.0
83
<0.1%
13
<0.1%
-4.0
82
<0.1%
10
<0.1%
-2.0
76
<0.1%
16
<0.1%
-3.0
75
<0.1%
9
<0.1%
-5.0
75
<0.1%
11
<0.1%
-14.0
74
<0.1%
6
<0.1%
-9.0
74
<0.1%
10
<0.1%
-21.0
73
<0.1%
7
<0.1%
0.0
71
<0.1%
9
<0.1%
-10.0
64
<0.1%
15
<0.1%
-56.0
61
<0.1%
4
<0.1%
-389.0
60
<0.1%
0
0.0%
-15.0
59
<0.1%
7
<0.1%
SMALLEST VALUES
-24672.0
1
<0.1%
0
0.0%
-23738.0
1
<0.1%
0
0.0%
-23416.0
1
<0.1%
0
0.0%
-22858.0
1
<0.1%
0
0.0%
-22701.0
1
<0.1%
0
0.0%
-22442.0
1
<0.1%
0
0.0%
-22392.0
1
<0.1%
0
0.0%
-22113.0
1
<0.1%
0
0.0%
-21887.0
1
<0.1%
0
0.0%
-21865.0
1
<0.1%
0
0.0%
-21249.0
1
<0.1%
0
0.0%
-21244.0
1
<0.1%
0
0.0%
-21146.0
1
<0.1%
0
0.0%
-20981.0
1
<0.1%
0
0.0%
-20841.0
1
<0.1%
0
0.0%
LARGEST VALUES
0.0
71
<0.1%
9
<0.1%
-1.0
96
<0.1%
17
<0.1%
-2.0
76
<0.1%
16
<0.1%
-3.0
75
<0.1%
9
<0.1%
-4.0
82
<0.1%
10
<0.1%
-5.0
75
<0.1%
11
<0.1%
-6.0
83
<0.1%
13
<0.1%
-7.0
86
<0.1%
12
<0.1%
-8.0
55
<0.1%
10
<0.1%
-9.0
74
<0.1%
10
<0.1%
-10.0
64
<0.1%
15
<0.1%
-11.0
58
<0.1%
9
<0.1%
-12.0
51
<0.1%
4
<0.1%
-13.0
55
<0.1%
7
<0.1%
-14.0
74
<0.1%
6
<0.1%
TARGET
MISSING:
---
---
TOP CATEGORIES
0
282,686
100%
0
0%
1
0
0%
24,825
100%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TARGET
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_11
0.00
FLAG_OWN_CAR
0.00
REG_CITY_NOT_LIVE_CITY
0.00
OCCUPATION_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
NAME_HOUSING_TYPE
0.00
FLAG_EMP_PHONE
0.00
FLAG_WORK_PHONE
0.00
FLAG_PHONE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
REG_CITY_NOT_WORK_CITY
0.00
LIVE_CITY_NOT_WORK_CITY
0.00

THESE FEATURES
GIVE INFORMATION
ON TARGET:
FLAG_EMP_PHONE
1.00
FLAG_WORK_PHONE
1.00
FLAG_PHONE
1.00
REGION_RATING_CLIENT
1.00
REGION_RATING_CLIENT_W_CITY
1.00
REG_REGION_NOT_LIVE_REGION
1.00
REG_REGION_NOT_WORK_REGION
1.00
REG_CITY_NOT_LIVE_CITY
1.00
REG_CITY_NOT_WORK_CITY
1.00
LIVE_CITY_NOT_WORK_CITY
1.00
FLAG_DOCUMENT_2
1.00
FLAG_DOCUMENT_3
1.00
FLAG_DOCUMENT_6
1.00
FLAG_DOCUMENT_8
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
CORRELATION RATIO WITH...
SK_ID_CURR
0.00
AMT_INCOME_TOTAL
0.00
AMT_CREDIT
0.00
REGION_POPULATION_RELATIVE
0.00
DAYS_REGISTRATION
0.00
CNT_CHILDREN
0.00
DAYS_BIRTH
0.00
DAYS_ID_PUBLISH
0.00
HOUR_APPR_PROCESS_START
0.00
CREDIT_ACTIVE_Active_count_Bureau
0.00
CREDIT_ACTIVE_Closed_count_Bureau
0.00
CREDIT_CURRENCY_currency 1_count_Bureau
0.00
CREDIT_TYPE_Consumer credit_count_Bureau
0.00
CREDIT_TYPE_Credit card_count_Bureau
0.00
CNT_CHILDREN
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.34
DAYS_REGISTRATION
0.19
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.09
NAME_PORTFOLIO_Cash_count_HCredit_PApp
-0.09
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
-0.09
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.08
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.08
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
-0.07
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.07
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
-0.07
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
-0.07
PRODUCT_COMBINATION_Other_count_HCredit_PApp
-0.06
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.06
AMT_CREDIT_HCredit_PApp
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.25
NAME_INCOME_TYPE
0.25
FLAG_EMP_PHONE
0.24
NAME_FAMILY_STATUS
0.20
OCCUPATION_TYPE
0.18
FLAG_DOCUMENT_6
0.16
FLAG_OWN_CAR
0.11
REG_CITY_NOT_WORK_CITY
0.07
LIVE_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_3
0.06
FLAG_WORK_PHONE
0.06
FLAG_DOCUMENT_8
0.05
CODE_GENDER
0.05
NAME_EDUCATION_TYPE
0.04
MOST FREQUENT VALUES
0
198,762
70.3%
16,609
66.9%
1
55,665
19.7%
5,454
22.0%
2
24,416
8.6%
2,333
9.4%
3
3,359
1.2%
358
1.4%
4
374
0.1%
55
0.2%
5
77
<0.1%
7
<0.1%
6
15
<0.1%
6
<0.1%
7
7
<0.1%
0
0.0%
14
3
<0.1%
0
0.0%
8
2
<0.1%
0
0.0%
12
2
<0.1%
0
0.0%
10
2
<0.1%
0
0.0%
19
2
<0.1%
0
0.0%
SMALLEST VALUES
0
198,762
70.3%
16,609
66.9%
1
55,665
19.7%
5,454
22.0%
2
24,416
8.6%
2,333
9.4%
3
3,359
1.2%
358
1.4%
4
374
0.1%
55
0.2%
5
77
<0.1%
7
<0.1%
6
15
<0.1%
6
<0.1%
7
7
<0.1%
0
0.0%
8
2
<0.1%
0
0.0%
10
2
<0.1%
0
0.0%
12
2
<0.1%
0
0.0%
14
3
<0.1%
0
0.0%
19
2
<0.1%
0
0.0%
LARGEST VALUES
19
2
<0.1%
0
0.0%
14
3
<0.1%
0
0.0%
12
2
<0.1%
0
0.0%
10
2
<0.1%
0
0.0%
8
2
<0.1%
0
0.0%
7
7
<0.1%
0
0.0%
6
15
<0.1%
6
<0.1%
5
77
<0.1%
7
<0.1%
4
374
0.1%
55
0.2%
3
3,359
1.2%
358
1.4%
2
24,416
8.6%
2,333
9.4%
1
55,665
19.7%
5,454
22.0%
0
198,762
70.3%
16,609
66.9%
DAYS_BIRTH
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_CHILDREN
0.34
DAYS_REGISTRATION
0.33
DAYS_ID_PUBLISH
0.27
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.22
DAYS_CREDIT_Bureau
0.20
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
-0.19
NAME_PORTFOLIO_Cash_count_HCredit_PApp
-0.19
MONTHS_BALANCE_HCredit_CCard
0.18
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.18
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.17
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.16
DAYS_CREDIT_UPDATE_Bureau
0.16
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.15
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.64
NAME_INCOME_TYPE
0.62
FLAG_EMP_PHONE
0.62
OCCUPATION_TYPE
0.46
FLAG_DOCUMENT_6
0.41
NAME_FAMILY_STATUS
0.31
NAME_HOUSING_TYPE
0.25
REG_CITY_NOT_WORK_CITY
0.24
NAME_EDUCATION_TYPE
0.21
REG_CITY_NOT_LIVE_CITY
0.18
FLAG_WORK_PHONE
0.17
LIVE_CITY_NOT_WORK_CITY
0.16
CODE_GENDER
0.15
FLAG_OWN_CAR
0.14
MOST FREQUENT VALUES
-13749
42
<0.1%
1
<0.1%
-10020
40
<0.1%
1
<0.1%
-14395
38
<0.1%
1
<0.1%
-15771
37
<0.1%
3
<0.1%
-14791
37
<0.1%
1
<0.1%
-13584
36
<0.1%
2
<0.1%
-10292
36
<0.1%
4
<0.1%
-13217
36
<0.1%
1
<0.1%
-15450
36
<0.1%
1
<0.1%
-11664
36
<0.1%
3
<0.1%
-15563
36
<0.1%
1
<0.1%
-14267
36
<0.1%
3
<0.1%
-20074
36
<0.1%
1
<0.1%
-14137
35
<0.1%
1
<0.1%
-14386
35
<0.1%
1
<0.1%
SMALLEST VALUES
-25229
1
<0.1%
0
0.0%
-25201
2
<0.1%
0
0.0%
-25200
1
<0.1%
0
0.0%
-25197
2
<0.1%
0
0.0%
-25196
4
<0.1%
0
0.0%
-25195
1
<0.1%
0
0.0%
-25192
2
<0.1%
0
0.0%
-25191
1
<0.1%
0
0.0%
-25187
1
<0.1%
0
0.0%
-25186
1
<0.1%
0
0.0%
-25184
1
<0.1%
0
0.0%
-25182
1
<0.1%
0
0.0%
-25180
1
<0.1%
0
0.0%
-25179
1
<0.1%
0
0.0%
-25177
1
<0.1%
0
0.0%
LARGEST VALUES
-7489
1
<0.1%
0
0.0%
-7673
1
<0.1%
0
0.0%
-7676
2
<0.1%
0
0.0%
-7678
2
<0.1%
1
<0.1%
-7679
1
<0.1%
0
0.0%
-7680
6
<0.1%
1
<0.1%
-7681
2
<0.1%
0
0.0%
-7682
1
<0.1%
0
0.0%
-7683
3
<0.1%
0
0.0%
-7684
1
<0.1%
1
<0.1%
-7685
1
<0.1%
0
0.0%
-7686
1
<0.1%
0
0.0%
-7687
3
<0.1%
0
0.0%
-7688
4
<0.1%
0
0.0%
-7689
3
<0.1%
0
0.0%
DAYS_ID_PUBLISH
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.27
DAYS_CREDIT_Bureau
0.19
DAYS_CREDIT_UPDATE_Bureau
0.15
CREDIT_ACTIVE_Closed_count_Bureau
-0.11
DAYS_INSTALMENT_mean_HCredit_installments
0.11
CREDIT_TYPE_Consumer credit_count_Bureau
-0.10
DAYS_REGISTRATION
0.10
MONTHS_BALANCE_pos_cash
0.09
CREDIT_CURRENCY_currency 1_count_Bureau
-0.09
DAYS_DECISION_HCredit_PApp
0.09
MONTHS_BALANCE_HCredit_CCard
0.08
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.08
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.08
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.28
NAME_INCOME_TYPE
0.28
FLAG_EMP_PHONE
0.28
OCCUPATION_TYPE
0.20
FLAG_DOCUMENT_6
0.18
NAME_FAMILY_STATUS
0.11
REG_CITY_NOT_WORK_CITY
0.10
NAME_HOUSING_TYPE
0.08
NAME_EDUCATION_TYPE
0.08
REG_CITY_NOT_LIVE_CITY
0.08
LIVE_CITY_NOT_WORK_CITY
0.06
NAME_CONTRACT_TYPE
0.05
FLAG_DOCUMENT_3
0.05
REG_REGION_NOT_WORK_REGION
0.05
MOST FREQUENT VALUES
-4053
161
<0.1%
8
<0.1%
-4417
153
<0.1%
6
<0.1%
-4095
150
<0.1%
12
<0.1%
-4046
149
<0.1%
12
<0.1%
-4256
147
<0.1%
11
<0.1%
-4200
146
<0.1%
10
<0.1%
-4270
146
<0.1%
8
<0.1%
-4375
146
<0.1%
6
<0.1%
-4291
146
<0.1%
5
<0.1%
-4032
145
<0.1%
12
<0.1%
-4047
145
<0.1%
9
<0.1%
-4214
144
<0.1%
11
<0.1%
-4151
144
<0.1%
13
<0.1%
-4285
143
<0.1%
11
<0.1%
-4171
142
<0.1%
13
<0.1%
SMALLEST VALUES
-7197
1
<0.1%
0
0.0%
-6551
1
<0.1%
0
0.0%
-6383
1
<0.1%
0
0.0%
-6337
1
<0.1%
0
0.0%
-6274
1
<0.1%
0
0.0%
-6265
1
<0.1%
0
0.0%
-6263
1
<0.1%
0
0.0%
-6259
1
<0.1%
0
0.0%
-6258
1
<0.1%
0
0.0%
-6256
1
<0.1%
0
0.0%
-6255
1
<0.1%
0
0.0%
-6247
1
<0.1%
0
0.0%
-6235
1
<0.1%
0
0.0%
-6233
1
<0.1%
0
0.0%
-6232
1
<0.1%
0
0.0%
LARGEST VALUES
0
14
<0.1%
2
<0.1%
-1
56
<0.1%
8
<0.1%
-2
44
<0.1%
6
<0.1%
-3
47
<0.1%
4
<0.1%
-4
50
<0.1%
7
<0.1%
-5
59
<0.1%
4
<0.1%
-6
76
<0.1%
5
<0.1%
-7
78
<0.1%
15
<0.1%
-8
77
<0.1%
9
<0.1%
-9
53
<0.1%
8
<0.1%
-10
57
<0.1%
6
<0.1%
-11
61
<0.1%
3
<0.1%
-12
65
<0.1%
5
<0.1%
-13
61
<0.1%
7
<0.1%
-14
66
<0.1%
9
<0.1%
FLAG_EMP_PHONE
MISSING:
---
---
TOP CATEGORIES
1
230,291
81%
21,834
88%
0
52,395
19%
2,991
12%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_EMP_PHONE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_6
0.44
NAME_INCOME_TYPE
0.40
ORGANIZATION_TYPE
0.17
OCCUPATION_TYPE
0.12
REG_CITY_NOT_WORK_CITY
0.10
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.09
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_8
0.04
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_18
0.03
FLAG_DOCUMENT_16
0.03

THESE FEATURES
GIVE INFORMATION
ON FLAG_EMP_PHONE:
ORGANIZATION_TYPE
1.00
NAME_INCOME_TYPE
1.00
OCCUPATION_TYPE
0.55
FLAG_DOCUMENT_6
0.28
REG_CITY_NOT_WORK_CITY
0.11
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.08
FLAG_DOCUMENT_3
0.06
NAME_FAMILY_STATUS
0.05
FLAG_OWN_CAR
0.03
CODE_GENDER
0.03
NAME_EDUCATION_TYPE
0.02
FLAG_DOCUMENT_8
0.02
REG_REGION_NOT_WORK_REGION
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_EMP_PHONE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.62
DAYS_ID_PUBLISH
0.28
CNT_CHILDREN
0.24
DAYS_REGISTRATION
0.21
AMT_INCOME_TOTAL
0.14
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.13
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.12
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.11
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.11
HOUR_APPR_PROCESS_START
0.10
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.08
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.08
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.08
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.08
FLAG_WORK_PHONE
MISSING:
---
---
TOP CATEGORIES
0
227,282
80%
18,921
76%
1
55,404
20%
5,904
24%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_WORK_PHONE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_11
0.24
FLAG_EMP_PHONE
0.09
FLAG_PHONE
0.07
FLAG_DOCUMENT_6
0.05
NAME_INCOME_TYPE
0.04
REG_REGION_NOT_LIVE_REGION
0.02
ORGANIZATION_TYPE
0.02
REG_CITY_NOT_WORK_CITY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_18
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_OWN_REALTY
0.01
OCCUPATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_WORK_PHONE:
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.10
FLAG_EMP_PHONE
0.09
FLAG_PHONE
0.08
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_6
0.03
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_11
0.01
FLAG_OWN_REALTY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
NAME_FAMILY_STATUS
0.01
REG_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_3
0.00
REG_REGION_NOT_LIVE_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.17
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.12
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.09
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.09
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.08
CHANNEL_TYPE_Other_count_HCredit_PApp
0.08
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.08
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.07
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.07
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.07
DAYS_REGISTRATION
0.06
CNT_CHILDREN
0.06
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.05
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.05
FLAG_PHONE
MISSING:
---
---
TOP CATEGORIES
0
202,336
72%
18,744
76%
1
80,350
28%
6,081
24%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_PHONE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_WORK_PHONE
0.08
FLAG_DOCUMENT_2
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_14
0.00
REG_CITY_NOT_WORK_CITY
0.00
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
NAME_HOUSING_TYPE
0.00
FLAG_OWN_REALTY
0.00
CREDIT_ACTIVE_Sold_count_Bureau
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_PHONE:
FLAG_WORK_PHONE
0.07
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REG_CITY_NOT_LIVE_CITY
0.00
REG_CITY_NOT_WORK_CITY
0.00
ORGANIZATION_TYPE
0.00
OCCUPATION_TYPE
0.00
FLAG_OWN_REALTY
0.00
NAME_HOUSING_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
NAME_FAMILY_STATUS
0.00
NAME_INCOME_TYPE
0.00
LIVE_CITY_NOT_WORK_CITY
0.00
NAME_CONTRACT_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_PHONE
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.09
DAYS_REGISTRATION
0.08
DAYS_INSTALMENT_mean_HCredit_installments
0.07
MONTHS_BALANCE_pos_cash
0.06
DAYS_DECISION_HCredit_PApp
0.06
HOUR_APPR_PROCESS_START
0.06
CHANNEL_TYPE_Other_count_HCredit_PApp
0.05
CREDIT_CURRENCY_currency 1_count_Bureau
0.05
CREDIT_TYPE_Consumer credit_count_Bureau
0.05
CREDIT_ACTIVE_Closed_count_Bureau
0.04
CREDIT_ACTIVE_Active_count_Bureau
0.04
DAYS_BIRTH
0.04
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.04
CREDIT_TYPE_Credit card_count_Bureau
0.04
REGION_RATING_CLIENT
MISSING:
---
---
TOP CATEGORIES
2
209,077
74%
17,907
72%
3
42,964
15%
5,366
22%
1
30,645
11%
1,552
6%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT
PROVIDES INFORMATION ON...
TARGET
1.00
REGION_RATING_CLIENT_W_CITY
0.89
REG_REGION_NOT_WORK_REGION
0.06
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_9
0.04
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_8
0.02
REG_REGION_NOT_LIVE_REGION
0.02
NAME_INCOME_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_2
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT:
REGION_RATING_CLIENT_W_CITY
0.88
NAME_INCOME_TYPE
0.02
REG_REGION_NOT_WORK_REGION
0.02
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
OCCUPATION_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_9
0.00
REG_CITY_NOT_LIVE_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.64
HOUR_APPR_PROCESS_START
0.28
AMT_INCOME_TOTAL
0.24
AMT_CREDIT
0.14
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.12
AMT_APPLICATION_HCredit_PApp
0.09
CREDIT_TYPE_Consumer credit_count_Bureau
0.09
AMT_CREDIT_HCredit_PApp
0.09
DAYS_REGISTRATION
0.08
AMT_INSTALMENT_mean_HCredit_installments
0.07
CREDIT_ACTIVE_Closed_count_Bureau
0.07
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.07
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.06
CREDIT_CURRENCY_currency 1_count_Bureau
0.06
REGION_RATING_CLIENT_W_CITY
MISSING:
---
---
TOP CATEGORIES
2
211,314
75%
18,170
73%
3
38,859
14%
5,001
20%
1
32,513
12%
1,654
7%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT_W_CITY
PROVIDES INFORMATION ON...
TARGET
1.00
REGION_RATING_CLIENT
0.88
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_9
0.04
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_2
0.03
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_8
0.02
REG_REGION_NOT_LIVE_REGION
0.01
NAME_INCOME_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT_W_CITY:
REGION_RATING_CLIENT
0.89
NAME_INCOME_TYPE
0.02
REG_REGION_NOT_WORK_REGION
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
OCCUPATION_TYPE
0.00
REG_CITY_NOT_LIVE_CITY
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_9
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT_W_CITY
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.62
HOUR_APPR_PROCESS_START
0.26
AMT_INCOME_TOTAL
0.24
AMT_CREDIT
0.14
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.12
AMT_APPLICATION_HCredit_PApp
0.10
AMT_CREDIT_HCredit_PApp
0.10
CREDIT_TYPE_Consumer credit_count_Bureau
0.09
AMT_INSTALMENT_mean_HCredit_installments
0.08
DAYS_REGISTRATION
0.07
CREDIT_ACTIVE_Closed_count_Bureau
0.07
CREDIT_CURRENCY_currency 1_count_Bureau
0.06
MONTHS_BALANCE_pos_cash
0.06
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.06
HOUR_APPR_PROCESS_START
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.17
DAYS_BIRTH
0.10
AMT_INCOME_TOTAL
0.08
CHANNEL_TYPE_Stone_count_HCredit_PApp
-0.06
AMT_CREDIT
0.05
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
-0.05
CHANNEL_TYPE_Other_count_HCredit_PApp
-0.04
CREDIT_TYPE_Consumer credit_count_Bureau
-0.04
DAYS_CREDIT_UPDATE_Bureau
0.04
DAYS_ID_PUBLISH
0.03
CREDIT_TYPE_Credit card_count_Bureau
0.03
CREDIT_TYPE_Other_count_Bureau
0.03
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.03
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.28
REGION_RATING_CLIENT_W_CITY
0.26
ORGANIZATION_TYPE
0.12
NAME_INCOME_TYPE
0.12
FLAG_OWN_REALTY
0.10
FLAG_EMP_PHONE
0.10
NAME_EDUCATION_TYPE
0.10
OCCUPATION_TYPE
0.08
REG_REGION_NOT_WORK_REGION
0.08
FLAG_DOCUMENT_6
0.07
WEEKDAY_APPR_PROCESS_START
0.06
FLAG_PHONE
0.06
REG_REGION_NOT_LIVE_REGION
0.06
NAME_FAMILY_STATUS
0.04
MOST FREQUENT VALUES
10
34,696
12.3%
3,026
12.2%
11
34,223
12.1%
3,006
12.1%
12
31,406
11.1%
2,827
11.4%
13
28,474
10.1%
2,485
10.0%
14
25,493
9.0%
2,189
8.8%
9
25,137
8.9%
2,247
9.1%
15
22,953
8.1%
1,886
7.6%
16
18,864
6.7%
1,521
6.1%
17
13,933
4.9%
967
3.9%
8
13,754
4.9%
1,373
5.5%
18
8,414
3.0%
635
2.6%
7
8,214
2.9%
917
3.7%
6
5,197
1.8%
645
2.6%
19
3,584
1.3%
264
1.1%
5
3,253
1.2%
385
1.6%
SMALLEST VALUES
0
34
<0.1%
6
<0.1%
1
79
<0.1%
7
<0.1%
2
275
<0.1%
30
0.1%
3
1,123
0.4%
107
0.4%
4
1,917
0.7%
173
0.7%
5
3,253
1.2%
385
1.6%
6
5,197
1.8%
645
2.6%
7
8,214
2.9%
917
3.7%
8
13,754
4.9%
1,373
5.5%
9
25,137
8.9%
2,247
9.1%
10
34,696
12.3%
3,026
12.2%
11
34,223
12.1%
3,006
12.1%
12
31,406
11.1%
2,827
11.4%
13
28,474
10.1%
2,485
10.0%
14
25,493
9.0%
2,189
8.8%
LARGEST VALUES
23
36
<0.1%
5
<0.1%
22
135
<0.1%
15
<0.1%
21
380
0.1%
25
0.1%
20
1,112
0.4%
84
0.3%
19
3,584
1.3%
264
1.1%
18
8,414
3.0%
635
2.6%
17
13,933
4.9%
967
3.9%
16
18,864
6.7%
1,521
6.1%
15
22,953
8.1%
1,886
7.6%
14
25,493
9.0%
2,189
8.8%
13
28,474
10.1%
2,485
10.0%
12
31,406
11.1%
2,827
11.4%
11
34,223
12.1%
3,006
12.1%
10
34,696
12.3%
3,026
12.2%
9
25,137
8.9%
2,247
9.1%
REG_REGION_NOT_LIVE_REGION
MISSING:
---
---
TOP CATEGORIES
0
278,462
99%
24,392
98%
1
4,224
1%
433
2%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_LIVE_REGION
PROVIDES INFORMATION ON...
TARGET
1.00
REG_REGION_NOT_WORK_REGION
0.16
REG_CITY_NOT_LIVE_CITY
0.09
FLAG_DOCUMENT_11
0.06
REG_CITY_NOT_WORK_CITY
0.01
NAME_HOUSING_TYPE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_WORK_PHONE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT
0.00
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_DOCUMENT_2
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_LIVE_REGION:
REG_REGION_NOT_WORK_REGION
0.42
REG_CITY_NOT_LIVE_CITY
0.32
REG_CITY_NOT_WORK_CITY
0.10
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.03
NAME_HOUSING_TYPE
0.03
FLAG_WORK_PHONE
0.02
FLAG_DOCUMENT_11
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.01
OCCUPATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_LIVE_REGION
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.07
DAYS_BIRTH
0.07
HOUR_APPR_PROCESS_START
0.06
DAYS_INSTALMENT_mean_HCredit_installments
0.04
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.04
MONTHS_BALANCE_pos_cash
0.04
DAYS_CREDIT_Bureau
0.04
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.04
DAYS_DECISION_HCredit_PApp
0.04
CREDIT_TYPE_Consumer credit_count_Bureau
0.04
DAYS_CREDIT_UPDATE_Bureau
0.04
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.04
DAYS_ID_PUBLISH
0.03
CREDIT_ACTIVE_Closed_count_Bureau
0.03
REG_REGION_NOT_WORK_REGION
MISSING:
---
---
TOP CATEGORIES
0
268,462
95%
23,437
94%
1
14,224
5%
1,388
6%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_WORK_REGION
PROVIDES INFORMATION ON...
TARGET
1.00
REG_REGION_NOT_LIVE_REGION
0.42
REG_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.03
LIVE_CITY_NOT_WORK_CITY
0.03
REG_CITY_NOT_LIVE_CITY
0.03
FLAG_EMP_PHONE
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
NAME_INCOME_TYPE
0.01
CODE_GENDER
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_9
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_WORK_REGION:
REG_REGION_NOT_LIVE_REGION
0.16
REG_CITY_NOT_WORK_CITY
0.12
ORGANIZATION_TYPE
0.10
LIVE_CITY_NOT_WORK_CITY
0.07
NAME_INCOME_TYPE
0.06
REGION_RATING_CLIENT
0.06
FLAG_EMP_PHONE
0.05
REGION_RATING_CLIENT_W_CITY
0.05
REG_CITY_NOT_LIVE_CITY
0.04
CODE_GENDER
0.02
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_6
0.02
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_8
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_WORK_REGION
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.14
DAYS_BIRTH
0.10
HOUR_APPR_PROCESS_START
0.08
REGION_POPULATION_RELATIVE
0.06
AMT_CREDIT
0.05
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.05
DAYS_ID_PUBLISH
0.05
CREDIT_TYPE_Consumer credit_count_Bureau
0.05
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.04
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.04
CREDIT_ACTIVE_Closed_count_Bureau
0.04
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.04
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.04
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.04
REG_CITY_NOT_LIVE_CITY
MISSING:
---
---
TOP CATEGORIES
0
261,586
93%
21,886
88%
1
21,100
7%
2,939
12%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_LIVE_CITY
PROVIDES INFORMATION ON...
TARGET
1.00
REG_REGION_NOT_LIVE_REGION
0.32
REG_CITY_NOT_WORK_CITY
0.14
REG_REGION_NOT_WORK_REGION
0.04
FLAG_DOCUMENT_11
0.04
NAME_HOUSING_TYPE
0.02
FLAG_EMP_PHONE
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_2
0.01
NAME_INCOME_TYPE
0.00
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_WORK_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_LIVE_CITY:
REG_CITY_NOT_WORK_CITY
0.29
REG_REGION_NOT_LIVE_REGION
0.09
NAME_HOUSING_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
FLAG_OWN_REALTY
0.01
FLAG_PHONE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
CODE_GENDER
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_LIVE_CITY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.18
DAYS_CREDIT_Bureau
0.08
DAYS_ID_PUBLISH
0.08
DAYS_CREDIT_UPDATE_Bureau
0.07
DAYS_REGISTRATION
0.06
CREDIT_TYPE_Consumer credit_count_Bureau
0.05
CREDIT_ACTIVE_Closed_count_Bureau
0.05
DAYS_INSTALMENT_mean_HCredit_installments
0.05
REGION_POPULATION_RELATIVE
0.05
CREDIT_CURRENCY_currency 1_count_Bureau
0.05
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.05
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.04
MONTHS_BALANCE_pos_cash
0.04
DAYS_DECISION_HCredit_PApp
0.04
REG_CITY_NOT_WORK_CITY
MISSING:
---
---
TOP CATEGORIES
0
219,339
78%
17,305
70%
1
63,347
22%
7,520
30%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
TARGET
1.00
LIVE_CITY_NOT_WORK_CITY
0.68
REG_CITY_NOT_LIVE_CITY
0.29
REG_REGION_NOT_WORK_REGION
0.12
FLAG_EMP_PHONE
0.11
REG_REGION_NOT_LIVE_REGION
0.10
FLAG_DOCUMENT_6
0.06
NAME_INCOME_TYPE
0.04
FLAG_DOCUMENT_2
0.02
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_11
0.02
FLAG_WORK_PHONE
0.01
CODE_GENDER
0.01
NAME_HOUSING_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_WORK_CITY:
LIVE_CITY_NOT_WORK_CITY
0.59
REG_CITY_NOT_LIVE_CITY
0.14
ORGANIZATION_TYPE
0.11
NAME_INCOME_TYPE
0.10
FLAG_EMP_PHONE
0.10
REG_REGION_NOT_WORK_REGION
0.04
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_6
0.03
CODE_GENDER
0.02
REG_REGION_NOT_LIVE_REGION
0.01
FLAG_WORK_PHONE
0.01
NAME_HOUSING_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_CAR
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.24
DAYS_ID_PUBLISH
0.10
DAYS_REGISTRATION
0.10
CNT_CHILDREN
0.07
DAYS_CREDIT_Bureau
0.07
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.06
DAYS_CREDIT_UPDATE_Bureau
0.06
CREDIT_ACTIVE_Closed_count_Bureau
0.06
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.05
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.05
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.05
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.05
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.05
CREDIT_TYPE_Consumer credit_count_Bureau
0.05
LIVE_CITY_NOT_WORK_CITY
MISSING:
---
---
TOP CATEGORIES
0
232,974
82%
19,322
78%
1
49,712
18%
5,503
22%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LIVE_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
TARGET
1.00
REG_CITY_NOT_WORK_CITY
0.59
FLAG_EMP_PHONE
0.08
REG_REGION_NOT_WORK_REGION
0.07
FLAG_DOCUMENT_6
0.04
NAME_INCOME_TYPE
0.03
FLAG_DOCUMENT_2
0.02
ORGANIZATION_TYPE
0.02
CODE_GENDER
0.01
FLAG_WORK_PHONE
0.01
OCCUPATION_TYPE
0.01
FLAG_OWN_CAR
0.01
FLAG_DOCUMENT_8
0.00
NAME_FAMILY_STATUS
0.00

THESE FEATURES
GIVE INFORMATION
ON LIVE_CITY_NOT_WORK_CITY:
REG_CITY_NOT_WORK_CITY
0.68
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
FLAG_EMP_PHONE
0.09
OCCUPATION_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.03
FLAG_DOCUMENT_6
0.03
CODE_GENDER
0.02
FLAG_WORK_PHONE
0.01
FLAG_OWN_CAR
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_8
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LIVE_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.16
DAYS_REGISTRATION
0.07
CNT_CHILDREN
0.07
DAYS_ID_PUBLISH
0.06
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.04
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.04
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.04
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.04
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.04
CREDIT_ACTIVE_Closed_count_Bureau
0.04
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.03
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.03
DAYS_CREDIT_UPDATE_Bureau
0.03
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.03
FLAG_DOCUMENT_2
MISSING:
---
---
TOP CATEGORIES
0
282,677
>99%
24,821
>99%
1
9
<1%
4
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_2
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_3
0.00
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_EMP_PHONE
0.00
LIVE_CITY_NOT_WORK_CITY
0.00
REGION_RATING_CLIENT_W_CITY
0.00
OCCUPATION_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
REG_CITY_NOT_LIVE_CITY
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_2:
ORGANIZATION_TYPE
0.14
FLAG_DOCUMENT_3
0.11
OCCUPATION_TYPE
0.07
WEEKDAY_APPR_PROCESS_START
0.04
FLAG_OWN_REALTY
0.03
NAME_EDUCATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
REGION_RATING_CLIENT_W_CITY
0.03
REG_CITY_NOT_WORK_CITY
0.02
FLAG_EMP_PHONE
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
NAME_FAMILY_STATUS
0.01
REGION_RATING_CLIENT
0.01
NAME_HOUSING_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_2
CORRELATION RATIO WITH...
AMT_CREDIT_HCredit_PApp
0.01
DAYS_CREDIT_Bureau
0.01
AMT_APPLICATION_HCredit_PApp
0.01
CREDIT_CURRENCY_currency 1_count_Bureau
0.01
DAYS_CREDIT_UPDATE_Bureau
0.01
CREDIT_TYPE_Consumer credit_count_Bureau
0.01
CREDIT_ACTIVE_Active_count_Bureau
0.01
AMT_CREDIT
0.01
CREDIT_ACTIVE_Closed_count_Bureau
0.01
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.00
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.00
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.00
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.00
CREDIT_TYPE_Credit card_count_Bureau
0.00
FLAG_DOCUMENT_3
MISSING:
---
---
TOP CATEGORIES
1
199,028
70%
19,312
78%
0
83,658
30%
5,513
22%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_3
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_6
0.40
FLAG_DOCUMENT_8
0.38
NAME_CONTRACT_TYPE
0.35
FLAG_DOCUMENT_9
0.19
FLAG_DOCUMENT_11
0.16
FLAG_DOCUMENT_2
0.11
FLAG_EMP_PHONE
0.06
NAME_INCOME_TYPE
0.03
FLAG_DOCUMENT_16
0.01
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.01
FLAG_DOCUMENT_13
0.01
REG_REGION_NOT_LIVE_REGION
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_3:
FLAG_DOCUMENT_6
0.20
NAME_CONTRACT_TYPE
0.18
FLAG_DOCUMENT_8
0.18
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_11
0.01
CODE_GENDER
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_OWN_CAR
0.00
FLAG_WORK_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_3
CORRELATION RATIO WITH...
MONTHS_BALANCE_pos_cash
0.11
DAYS_INSTALMENT_mean_HCredit_installments
0.11
DAYS_BIRTH
0.10
DAYS_DECISION_HCredit_PApp
0.10
AMT_CREDIT
0.10
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.09
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.09
MONTHS_BALANCE_HCredit_CCard
0.09
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.09
REGION_POPULATION_RELATIVE
0.09
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.08
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.08
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.07
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.07
FLAG_DOCUMENT_6
MISSING:
---
---
TOP CATEGORIES
0
257,115
91%
23,318
94%
1
25,571
9%
1,507
6%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_6
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_EMP_PHONE
0.28
FLAG_DOCUMENT_3
0.20
NAME_INCOME_TYPE
0.11
ORGANIZATION_TYPE
0.05
OCCUPATION_TYPE
0.04
REG_CITY_NOT_WORK_CITY
0.03
LIVE_CITY_NOT_WORK_CITY
0.03
FLAG_DOCUMENT_8
0.03
FLAG_WORK_PHONE
0.03
NAME_CONTRACT_TYPE
0.03
REG_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_11
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_6:
ORGANIZATION_TYPE
0.45
NAME_INCOME_TYPE
0.44
FLAG_EMP_PHONE
0.44
FLAG_DOCUMENT_3
0.40
OCCUPATION_TYPE
0.28
REG_CITY_NOT_WORK_CITY
0.06
FLAG_WORK_PHONE
0.05
LIVE_CITY_NOT_WORK_CITY
0.04
NAME_FAMILY_STATUS
0.03
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_8
0.03
FLAG_OWN_CAR
0.02
CODE_GENDER
0.02
NAME_EDUCATION_TYPE
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_6
CORRELATION RATIO WITH...
DAYS_BIRTH
0.41
DAYS_ID_PUBLISH
0.18
CNT_CHILDREN
0.16
DAYS_REGISTRATION
0.14
AMT_INCOME_TOTAL
0.10
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.08
HOUR_APPR_PROCESS_START
0.07
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.07
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.07
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.06
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.06
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.06
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.05
AMT_CREDIT
0.05
FLAG_DOCUMENT_8
MISSING:
---
---
TOP CATEGORIES
0
259,498
92%
22,989
93%
1
23,188
8%
1,836
7%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_8
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_3
0.18
FLAG_DOCUMENT_13
0.07
CODE_GENDER
0.05
FLAG_OWN_CAR
0.04
FLAG_DOCUMENT_6
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_15
0.02
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_9
0.01
NAME_INCOME_TYPE
0.01
FLAG_DOCUMENT_11
0.01
OCCUPATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_8:
FLAG_DOCUMENT_3
0.38
CODE_GENDER
0.11
FLAG_OWN_CAR
0.09
OCCUPATION_TYPE
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.04
FLAG_EMP_PHONE
0.04
FLAG_DOCUMENT_6
0.03
NAME_CONTRACT_TYPE
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.02
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_13
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_8
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.16
DAYS_BIRTH
0.12
REGION_POPULATION_RELATIVE
0.09
AMT_CREDIT
0.08
CREDIT_TYPE_Other_count_Bureau
0.08
DAYS_REGISTRATION
0.06
CNT_CHILDREN
0.05
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.05
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.04
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.04
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.04
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.04
AMT_INSTALMENT_mean_HCredit_installments
0.04
AMT_APPLICATION_HCredit_PApp
0.04
FLAG_DOCUMENT_9
MISSING:
---
---
TOP CATEGORIES
0
281,562
>99%
24,751
>99%
1
1,124
<1%
74
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_9
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_3
0.01
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_6
0.00
REGION_RATING_CLIENT_W_CITY
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_8
0.00
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
FLAG_EMP_PHONE
0.00
REG_REGION_NOT_WORK_REGION
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_11
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_16
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_9:
FLAG_DOCUMENT_3
0.19
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
NAME_EDUCATION_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_8
0.01
REG_REGION_NOT_WORK_REGION
0.01
NAME_FAMILY_STATUS
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_9
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.04
REGION_POPULATION_RELATIVE
0.04
AMT_CREDIT
0.02
DAYS_BIRTH
0.02
HOUR_APPR_PROCESS_START
0.02
DAYS_ID_PUBLISH
0.02
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.02
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.01
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.01
AMT_INSTALMENT_mean_HCredit_installments
0.01
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.01
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.01
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.01
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.01
FLAG_DOCUMENT_11
MISSING:
---
---
TOP CATEGORIES
0
281,558
>99%
24,750
>99%
1
1,128
<1%
75
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_11
PROVIDES INFORMATION ON...
TARGET
1.00
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_3
0.01
REG_REGION_NOT_WORK_REGION
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
NAME_TYPE_SUITE
0.00
ORGANIZATION_TYPE
0.00
FLAG_DOCUMENT_6
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_11:
FLAG_WORK_PHONE
0.24
FLAG_DOCUMENT_3
0.16
ORGANIZATION_TYPE
0.13
NAME_INCOME_TYPE
0.08
REG_REGION_NOT_LIVE_REGION
0.06
OCCUPATION_TYPE
0.04
REG_CITY_NOT_LIVE_CITY
0.04
REG_REGION_NOT_WORK_REGION
0.03
NAME_TYPE_SUITE
0.03
FLAG_EMP_PHONE
0.03
WEEKDAY_APPR_PROCESS_START
0.03
NAME_EDUCATION_TYPE
0.02
FLAG_OWN_REALTY
0.02
REG_CITY_NOT_WORK_CITY
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_11
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.13
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.13
DAYS_DECISION_HCredit_PApp
0.05
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.05
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.05
MONTHS_BALANCE_pos_cash
0.05
DAYS_INSTALMENT_mean_HCredit_installments
0.05
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.05
DAYS_BIRTH
0.05
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.04
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.04
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.04
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.04
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.04
FLAG_DOCUMENT_13
MISSING:
---
---
TOP CATEGORIES
0
281,632
>99%
24,795
>99%
1
1,054
<1%
30
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_13
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_8
0.01
FLAG_OWN_CAR
0.01
FLAG_OWN_REALTY
0.00
CODE_GENDER
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
NAME_EDUCATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_13:
FLAG_OWN_CAR
0.15
FLAG_DOCUMENT_8
0.07
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
CODE_GENDER
0.03
NAME_EDUCATION_TYPE
0.03
OCCUPATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
REGION_RATING_CLIENT_W_CITY
0.02
REGION_RATING_CLIENT
0.02
FLAG_DOCUMENT_6
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_3
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_13
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.11
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.11
AMT_CREDIT
0.05
AMT_INCOME_TOTAL
0.05
CREDIT_TYPE_Other_count_Bureau
0.04
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.04
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.04
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.04
DAYS_DECISION_HCredit_PApp
0.03
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.03
REGION_POPULATION_RELATIVE
0.03
MONTHS_BALANCE_pos_cash
0.03
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.03
DAYS_INSTALMENT_mean_HCredit_installments
0.03
FLAG_DOCUMENT_14
MISSING:
---
---
TOP CATEGORIES
0
281,813
>99%
24,795
>99%
1
873
<1%
30
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_14
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_OWN_REALTY
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_8
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_15
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_14:
FLAG_OWN_REALTY
0.07
NAME_EDUCATION_TYPE
0.05
NAME_INCOME_TYPE
0.04
ORGANIZATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
OCCUPATION_TYPE
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_8
0.02
NAME_TYPE_SUITE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
REG_REGION_NOT_WORK_REGION
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_14
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.11
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.11
AMT_CREDIT
0.05
AMT_INCOME_TOTAL
0.05
DAYS_DECISION_HCredit_PApp
0.04
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.04
MONTHS_BALANCE_pos_cash
0.04
DAYS_INSTALMENT_mean_HCredit_installments
0.04
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.03
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.03
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.03
DAYS_BIRTH
0.03
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.03
REGION_POPULATION_RELATIVE
0.03
FLAG_DOCUMENT_15
MISSING:
---
---
TOP CATEGORIES
0
282,325
>99%
24,814
>99%
1
361
<1%
11
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_15
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_OWN_CAR
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00
FLAG_EMP_PHONE
0.00
CODE_GENDER
0.00
FLAG_DOCUMENT_6
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_16
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_15:
FLAG_OWN_CAR
0.12
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.04
CODE_GENDER
0.02
OCCUPATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_8
0.02
NAME_TYPE_SUITE
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_15
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.06
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.06
AMT_CREDIT
0.03
AMT_INCOME_TOTAL
0.02
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.02
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.02
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.02
CREDIT_TYPE_Other_count_Bureau
0.02
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.02
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.02
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.02
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.02
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.01
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.01
FLAG_DOCUMENT_16
MISSING:
---
---
TOP CATEGORIES
0
279,783
99%
24,675
>99%
1
2,903
1%
150
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_16
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_OWN_REALTY
0.01
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_14
0.00
NAME_INCOME_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_15
0.00
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
FLAG_DOCUMENT_3
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_16:
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_3
0.01
OCCUPATION_TYPE
0.01
FLAG_DOCUMENT_6
0.01
NAME_HOUSING_TYPE
0.01
NAME_CONTRACT_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_18
0.00
REG_CITY_NOT_LIVE_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_16
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.17
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.17
AMT_CREDIT
0.06
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.06
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.06
DAYS_DECISION_HCredit_PApp
0.06
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.05
DAYS_INSTALMENT_mean_HCredit_installments
0.05
MONTHS_BALANCE_pos_cash
0.05
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.05
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.05
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.05
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.04
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.04
FLAG_DOCUMENT_18
MISSING:
---
---
TOP CATEGORIES
0
280,328
>99%
24,683
>99%
1
2,358
<1%
142
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_18
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_OWN_REALTY
0.01
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_16
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
ORGANIZATION_TYPE
0.00
FLAG_DOCUMENT_15
0.00
FLAG_WORK_PHONE
0.00
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
NAME_TYPE_SUITE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_18:
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.07
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
OCCUPATION_TYPE
0.02
NAME_TYPE_SUITE
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_6
0.01
CODE_GENDER
0.01
WEEKDAY_APPR_PROCESS_START
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_18
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.16
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.16
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.06
DAYS_DECISION_HCredit_PApp
0.06
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.06
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.06
MONTHS_BALANCE_pos_cash
0.06
DAYS_INSTALMENT_mean_HCredit_installments
0.05
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.05
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.05
DAYS_BIRTH
0.05
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.05
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.04
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.04
NAME_CONTRACT_TYPE
MISSING:
---
---
TOP CATEGORIES
Cash loans
255,011
90%
23,221
94%
Revolving loans
27,675
10%
1,604
6%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_CONTRACT_TYPE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_3
0.18
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.02
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_15
0.00
FLAG_EMP_PHONE
0.00
FLAG_OWN_REALTY
0.00
NAME_EDUCATION_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
NAME_INCOME_TYPE
0.00
FLAG_WORK_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON NAME_CONTRACT_TYPE:
FLAG_DOCUMENT_3
0.35
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.02
ORGANIZATION_TYPE
0.01
FLAG_OWN_REALTY
0.01
NAME_EDUCATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_16
0.00
NAME_TYPE_SUITE
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
CORRELATION RATIO WITH...
AMT_CREDIT
0.22
MONTHS_BALANCE_pos_cash
0.14
DAYS_INSTALMENT_mean_HCredit_installments
0.13
DAYS_DECISION_HCredit_PApp
0.13
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.12
MONTHS_BALANCE_HCredit_CCard
0.12
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.11
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.09
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.09
DAYS_BIRTH
0.09
AMT_BALANCE_HCredit_CCard
0.09
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.09
AMT_RECIVABLE_HCredit_CCard
0.09
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.09
CODE_GENDER
MISSING:
---
---
TOP CATEGORIES
F
188,278
67%
14,170
57%
M
94,404
33%
10,655
43%
XNA
4
<1%
0
0%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CODE_GENDER
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_8
0.11
FLAG_OWN_CAR
0.09
OCCUPATION_TYPE
0.06
FLAG_DOCUMENT_13
0.03
FLAG_EMP_PHONE
0.03
REG_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_15
0.02
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_6
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
REG_CITY_NOT_WORK_CITY
0.02
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON CODE_GENDER:
OCCUPATION_TYPE
0.21
FLAG_OWN_CAR
0.10
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.05
NAME_FAMILY_STATUS
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_6
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_3
0.01
NAME_TYPE_SUITE
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CODE_GENDER
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.17
DAYS_BIRTH
0.15
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
0.09
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.09
CREDIT_TYPE_Other_count_Bureau
0.09
DAYS_REGISTRATION
0.08
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.08
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.07
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.07
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.07
CREDIT_TYPE_Consumer credit_count_Bureau
0.07
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.07
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.06
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.06
FLAG_OWN_CAR
MISSING:
---
---
TOP CATEGORIES
N
185,675
66%
17,249
69%
Y
97,011
34%
7,576
31%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_CAR
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_13
0.15
FLAG_DOCUMENT_15
0.12
CODE_GENDER
0.10
FLAG_DOCUMENT_8
0.09
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
NAME_INCOME_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
ORGANIZATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REG_CITY_NOT_WORK_CITY
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_CAR:
CODE_GENDER
0.09
OCCUPATION_TYPE
0.05
FLAG_DOCUMENT_8
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_13
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_15
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.18
CREDIT_TYPE_Other_count_Bureau
0.14
DAYS_BIRTH
0.14
AMT_CREDIT
0.12
CNT_CHILDREN
0.11
DAYS_REGISTRATION
0.09
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.07
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.06
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.06
AMT_APPLICATION_HCredit_PApp
0.06
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.05
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.05
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.05
AMT_CREDIT_HCredit_PApp
0.05
FLAG_OWN_REALTY
MISSING:
---
---
TOP CATEGORIES
Y
196,329
69%
16,983
68%
N
86,357
31%
7,842
32%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_REALTY
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_18
0.07
FLAG_DOCUMENT_16
0.07
FLAG_DOCUMENT_14
0.07
FLAG_DOCUMENT_13
0.07
FLAG_DOCUMENT_15
0.06
NAME_HOUSING_TYPE
0.05
FLAG_DOCUMENT_2
0.03
FLAG_DOCUMENT_11
0.02
FLAG_WORK_PHONE
0.01
NAME_CONTRACT_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.01
REG_CITY_NOT_LIVE_CITY
0.01
FLAG_EMP_PHONE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_REALTY:
NAME_HOUSING_TYPE
0.04
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_18
0.01
ORGANIZATION_TYPE
0.01
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_REALTY
CORRELATION RATIO WITH...
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.12
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.12
DAYS_BIRTH
0.12
HOUR_APPR_PROCESS_START
0.10
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.08
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.08
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.08
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.07
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.07
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.07
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.07
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.07
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.06
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.06
NAME_TYPE_SUITE
MISSING:
1,222
(<1%)
70
(<1%)
TOP CATEGORIES
Unaccompanied
228,189
81%
20,337
82%
Family
37,140
13%
3,009
12%
Spouse, partner
10,475
4%
895
4%
Children
3,026
1%
241
<1%
Other_B
1,596
<1%
174
<1%
Other_A
790
<1%
76
<1%
Group of people
248
<1%
23
<1%
ALL
281,464
100%
24,755
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_TYPE_SUITE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_16
0.02
FLAG_DOCUMENT_15
0.02
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_14
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_13
0.01
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.01
FLAG_DOCUMENT_2
0.01
FLAG_OWN_REALTY
0.00
CODE_GENDER
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_EMP_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON NAME_TYPE_SUITE:
NAME_FAMILY_STATUS
0.02
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
CODE_GENDER
0.00
OCCUPATION_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_16
0.00
NAME_HOUSING_TYPE
0.00
FLAG_OWN_CAR
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_DOCUMENT_11
0.00
REGION_RATING_CLIENT
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_TYPE_SUITE
CORRELATION RATIO WITH...
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.10
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.10
DAYS_BIRTH
0.06
CREDIT_TYPE_Credit card_count_Bureau
0.05
CREDIT_CURRENCY_currency 1_count_Bureau
0.05
CREDIT_ACTIVE_Active_count_Bureau
0.05
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.05
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.05
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.04
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.04
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.04
DAYS_DECISION_HCredit_PApp
0.04
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.04
CNT_CHILDREN
0.04
NAME_INCOME_TYPE
MISSING:
---
---
TOP CATEGORIES
Working
143,550
51%
15,224
61%
Commercial associate
66,257
23%
5,360
22%
Pensioner
52,380
19%
2,982
12%
State servant
20,454
7%
1,249
5%
Student
18
<1%
0
0%
Unemployed
14
<1%
8
<1%
Businessman
10
<1%
0
0%
Maternity leave
3
<1%
2
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_INCOME_TYPE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_EMP_PHONE
1.00
FLAG_DOCUMENT_6
0.44
ORGANIZATION_TYPE
0.20
OCCUPATION_TYPE
0.14
REG_CITY_NOT_WORK_CITY
0.10
FLAG_WORK_PHONE
0.10
LIVE_CITY_NOT_WORK_CITY
0.09
FLAG_DOCUMENT_11
0.08
REG_REGION_NOT_WORK_REGION
0.06
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_8
0.04
FLAG_DOCUMENT_13
0.04

THESE FEATURES
GIVE INFORMATION
ON NAME_INCOME_TYPE:
ORGANIZATION_TYPE
0.48
FLAG_EMP_PHONE
0.40
OCCUPATION_TYPE
0.25
FLAG_DOCUMENT_6
0.11
REG_CITY_NOT_WORK_CITY
0.04
FLAG_WORK_PHONE
0.04
LIVE_CITY_NOT_WORK_CITY
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.02
NAME_EDUCATION_TYPE
0.02
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
CODE_GENDER
0.01
FLAG_OWN_CAR
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_INCOME_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.62
DAYS_ID_PUBLISH
0.28
CNT_CHILDREN
0.25
DAYS_REGISTRATION
0.21
AMT_INCOME_TOTAL
0.21
REGION_POPULATION_RELATIVE
0.16
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.13
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.13
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.13
AMT_CREDIT
0.12
HOUR_APPR_PROCESS_START
0.12
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.12
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.09
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.09
NAME_EDUCATION_TYPE
MISSING:
---
---
TOP CATEGORIES
Secondary / secondary special
198,867
70%
19,524
79%
Higher education
70,854
25%
4,009
16%
Incomplete higher
9,405
3%
872
4%
Lower secondary
3,399
1%
417
2%
Academic degree
161
<1%
3
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_EDUCATION_TYPE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_14
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_2
0.03
FLAG_DOCUMENT_13
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_11
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_9
0.02
FLAG_DOCUMENT_15
0.02
FLAG_DOCUMENT_6
0.02
REG_REGION_NOT_LIVE_REGION
0.01
FLAG_DOCUMENT_8
0.01
ORGANIZATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_EDUCATION_TYPE:
OCCUPATION_TYPE
0.09
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_OWN_CAR
0.01
FLAG_DOCUMENT_8
0.00
NAME_HOUSING_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_3
0.00
NAME_TYPE_SUITE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
CORRELATION RATIO WITH...
AMT_INCOME_TOTAL
0.22
DAYS_BIRTH
0.21
AMT_CREDIT
0.13
DAYS_REGISTRATION
0.11
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.10
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.10
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.10
HOUR_APPR_PROCESS_START
0.10
CREDIT_TYPE_Credit card_count_Bureau
0.09
CREDIT_TYPE_Other_count_Bureau
0.09
DAYS_ID_PUBLISH
0.08
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.08
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.07
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.07
NAME_FAMILY_STATUS
MISSING:
---
---
TOP CATEGORIES
Married
181,582
64%
14,850
60%
Single / not married
40,987
14%
4,457
18%
Civil marriage
26,814
9%
2,961
12%
Separated
18,150
6%
1,620
7%
Widow
15,151
5%
937
4%
Unknown
2
<1%
0
0%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_FAMILY_STATUS
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_EMP_PHONE
0.05
FLAG_DOCUMENT_6
0.03
CODE_GENDER
0.03
FLAG_OWN_CAR
0.02
NAME_INCOME_TYPE
0.02
NAME_HOUSING_TYPE
0.02
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_8
0.01
ORGANIZATION_TYPE
0.01
REG_CITY_NOT_LIVE_CITY
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_FAMILY_STATUS:
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
OCCUPATION_TYPE
0.02
CODE_GENDER
0.02
FLAG_OWN_CAR
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_6
0.01
NAME_HOUSING_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_8
0.00
LIVE_CITY_NOT_WORK_CITY
0.00
FLAG_WORK_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
CORRELATION RATIO WITH...
DAYS_BIRTH
0.31
CNT_CHILDREN
0.20
AMT_CREDIT
0.15
DAYS_REGISTRATION
0.11
DAYS_ID_PUBLISH
0.11
AMT_CREDIT_HCredit_PApp
0.09
AMT_APPLICATION_HCredit_PApp
0.09
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.08
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.08
DAYS_CREDIT_Bureau
0.08
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.08
CREDIT_TYPE_Consumer credit_count_Bureau
0.08
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.07
CREDIT_CURRENCY_currency 1_count_Bureau
0.07
NAME_HOUSING_TYPE
MISSING:
---
---
TOP CATEGORIES
House / apartment
251,596
89%
21,272
86%
With parents
13,104
5%
1,736
7%
Municipal apartment
10,228
4%
955
4%
Rented apartment
4,280
2%
601
2%
Office apartment
2,445
<1%
172
<1%
Co-op apartment
1,033
<1%
89
<1%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_HOUSING_TYPE
PROVIDES INFORMATION ON...
TARGET
1.00
REG_CITY_NOT_LIVE_CITY
0.04
FLAG_OWN_REALTY
0.04
REG_REGION_NOT_LIVE_REGION
0.03
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_16
0.01
NAME_FAMILY_STATUS
0.01
NAME_INCOME_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REGION_RATING_CLIENT
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_HOUSING_TYPE:
FLAG_OWN_REALTY
0.05
ORGANIZATION_TYPE
0.03
REG_CITY_NOT_LIVE_CITY
0.02
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
OCCUPATION_TYPE
0.01
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.00
CODE_GENDER
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_HOUSING_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.25
DAYS_REGISTRATION
0.09
DAYS_ID_PUBLISH
0.08
DAYS_CREDIT_Bureau
0.08
DAYS_CREDIT_UPDATE_Bureau
0.06
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.06
AMT_CREDIT_HCredit_PApp
0.06
AMT_CREDIT
0.06
AMT_APPLICATION_HCredit_PApp
0.05
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.05
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.05
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.05
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.05
REGION_POPULATION_RELATIVE
0.05
OCCUPATION_TYPE
MISSING:
90,113
(32%)
6,278
(25%)
TOP CATEGORIES
Laborers
49,348
26%
5,838
31%
Sales staff
29,010
15%
3,092
17%
Core staff
25,832
13%
1,738
9%
Managers
20,043
10%
1,328
7%
Drivers
16,496
9%
2,107
11%
High skill tech staff
10,679
6%
701
4%
Accountants
9,339
5%
474
3%
Medicine staff
7,965
4%
572
3%
Security staff
5,999
3%
722
4%
Cooking staff
5,325
3%
621
3%
Cleaning staff
4,206
2%
447
2%
Private service staff
2,477
1%
175
<1%
Low-skill Laborers
1,734
<1%
359
2%
Secretaries
1,213
<1%
92
<1%
Waiters/barmen staff
1,196
<1%
152
<1%
Realty agents
692
<1%
59
<1%
HR staff
527
<1%
36
<1%
IT staff
492
<1%
34
<1%
ALL
192,573
100%
18,547
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OCCUPATION_TYPE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_EMP_PHONE
0.55
FLAG_DOCUMENT_6
0.28
NAME_INCOME_TYPE
0.25
CODE_GENDER
0.21
ORGANIZATION_TYPE
0.20
NAME_EDUCATION_TYPE
0.09
FLAG_DOCUMENT_2
0.07
FLAG_DOCUMENT_8
0.07
FLAG_OWN_CAR
0.05
REG_CITY_NOT_WORK_CITY
0.04
LIVE_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.04
FLAG_DOCUMENT_3
0.03

THESE FEATURES
GIVE INFORMATION
ON OCCUPATION_TYPE:
ORGANIZATION_TYPE
0.26
NAME_INCOME_TYPE
0.14
FLAG_EMP_PHONE
0.12
CODE_GENDER
0.06
FLAG_DOCUMENT_6
0.04
NAME_EDUCATION_TYPE
0.03
FLAG_OWN_CAR
0.01
REG_CITY_NOT_WORK_CITY
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_8
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_WORK_PHONE
0.01
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.46
AMT_INCOME_TOTAL
0.26
DAYS_ID_PUBLISH
0.20
CNT_CHILDREN
0.18
DAYS_REGISTRATION
0.16
AMT_CREDIT
0.15
AMT_APPLICATION_HCredit_PApp
0.12
CREDIT_TYPE_Other_count_Bureau
0.11
AMT_CREDIT_HCredit_PApp
0.11
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.10
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.10
CREDIT_ACTIVE_Active_count_Bureau
0.10
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.10
CREDIT_CURRENCY_currency 1_count_Bureau
0.10
WEEKDAY_APPR_PROCESS_START
MISSING:
---
---
TOP CATEGORIES
TUESDAY
49,400
17%
4,501
18%
WEDNESDAY
47,696
17%
4,238
17%
MONDAY
46,780
17%
3,934
16%
THURSDAY
46,493
16%
4,098
17%
FRIDAY
46,237
16%
4,101
17%
SATURDAY
31,182
11%
2,670
11%
SUNDAY
14,898
5%
1,283
5%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
WEEKDAY_APPR_PROCESS_START
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_2
0.04
FLAG_DOCUMENT_11
0.03
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.01
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
FLAG_EMP_PHONE
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_6
0.00
CREDIT_ACTIVE_Sold_count_Bureau
0.00
ORGANIZATION_TYPE
0.00
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_15
0.00

THESE FEATURES
GIVE INFORMATION
ON WEEKDAY_APPR_PROCESS_START:
ORGANIZATION_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_11
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
FLAG_WORK_PHONE
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_18
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_3
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WEEKDAY_APPR_PROCESS_START
CORRELATION RATIO WITH...
HOUR_APPR_PROCESS_START
0.06
DAYS_BIRTH
0.04
DAYS_CREDIT_Bureau
0.03
DAYS_CREDIT_UPDATE_Bureau
0.02
CREDIT_CURRENCY_currency 1_count_Bureau
0.02
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.02
CREDIT_TYPE_Consumer credit_count_Bureau
0.02
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.02
CREDIT_ACTIVE_Active_count_Bureau
0.02
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.02
CREDIT_ACTIVE_Closed_count_Bureau
0.02
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.02
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.02
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.02
ORGANIZATION_TYPE
MISSING:
---
---
TOP CATEGORIES
Business Entity Type 3
61,669
22%
6,323
25%
XNA
52,384
19%
2,990
12%
Self-employed
34,504
12%
3,908
16%
Other
15,408
5%
1,275
5%
Medicine
10,456
4%
737
3%
Government
9,678
3%
726
3%
Business Entity Type 2
9,653
3%
900
4%
School
8,367
3%
526
2%
Trade: type 7
7,091
3%
740
3%
Kindergarten
6,396
2%
484
2%
Construction
5,936
2%
785
3%
Business Entity Type 1
5,497
2%
487
2%
Transport: type 4
4,897
2%
501
2%
Industry: type 9
3,143
1%
225
<1%
Trade: type 3
3,131
1%
361
1%
Industry: type 3
2,930
1%
348
1%
Security
2,923
1%
324
1%
(Other)
38,623
14%
ALL
282,686
100%
24,825
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ORGANIZATION_TYPE
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_EMP_PHONE
1.00
NAME_INCOME_TYPE
0.48
FLAG_DOCUMENT_6
0.45
OCCUPATION_TYPE
0.26
FLAG_DOCUMENT_2
0.14
FLAG_DOCUMENT_11
0.13
REG_CITY_NOT_WORK_CITY
0.11
LIVE_CITY_NOT_WORK_CITY
0.10
REG_REGION_NOT_WORK_REGION
0.10
FLAG_WORK_PHONE
0.10
CODE_GENDER
0.09
FLAG_DOCUMENT_18
0.07
FLAG_DOCUMENT_8
0.06

THESE FEATURES
GIVE INFORMATION
ON ORGANIZATION_TYPE:
NAME_INCOME_TYPE
0.20
OCCUPATION_TYPE
0.20
FLAG_EMP_PHONE
0.17
FLAG_DOCUMENT_6
0.05
CODE_GENDER
0.02
REG_CITY_NOT_WORK_CITY
0.02
FLAG_WORK_PHONE
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_CAR
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_8
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.64
DAYS_ID_PUBLISH
0.28
CNT_CHILDREN
0.25
DAYS_REGISTRATION
0.22
AMT_INCOME_TOTAL
0.20
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.14
CREDIT_ACTIVE_Active_count_Bureau
0.13
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.13
CREDIT_CURRENCY_currency 1_count_Bureau
0.13
CREDIT_TYPE_Consumer credit_count_Bureau
0.12
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.12
HOUR_APPR_PROCESS_START
0.12
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.12
CREDIT_TYPE_Credit card_count_Bureau
0.11
CREDIT_ACTIVE_Active_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_TYPE_Credit card_count_Bureau
0.69
CREDIT_CURRENCY_currency 1_count_Bureau
0.69
CREDIT_TYPE_Consumer credit_count_Bureau
0.54
CREDIT_ACTIVE_Closed_count_Bureau
0.36
DAYS_CREDIT_UPDATE_Bureau
0.18
DAYS_CREDIT_Bureau
0.15
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.14
AMT_INCOME_TOTAL
0.14
CREDIT_TYPE_Other_count_Bureau
0.13
MONTHS_BALANCE_HCredit_CCard
-0.12
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.12
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.12
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.11
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.13
OCCUPATION_TYPE
0.10
CREDIT_ACTIVE_Sold_count_Bureau
0.07
NAME_EDUCATION_TYPE
0.07
NAME_INCOME_TYPE
0.07
NAME_FAMILY_STATUS
0.07
NAME_TYPE_SUITE
0.05
FLAG_OWN_CAR
0.05
FLAG_EMP_PHONE
0.04
FLAG_PHONE
0.04
CODE_GENDER
0.04
FLAG_DOCUMENT_3
0.04
REGION_RATING_CLIENT_W_CITY
0.03
REGION_RATING_CLIENT
0.03
MOST FREQUENT VALUES
1.0
68,843
28.3%
5,260
25.8%
2.0
54,037
22.2%
4,346
21.3%
0.0
43,720
18.0%
2,621
12.9%
3.0
34,871
14.3%
3,140
15.4%
4.0
20,006
8.2%
2,035
10.0%
5.0
10,766
4.4%
1,285
6.3%
6.0
5,393
2.2%
714
3.5%
7.0
2,727
1.1%
429
2.1%
8.0
1,422
0.6%
226
1.1%
9.0
656
0.3%
124
0.6%
10.0
352
0.1%
73
0.4%
11.0
172
<0.1%
48
0.2%
12.0
78
<0.1%
33
0.2%
13.0
43
<0.1%
8
<0.1%
14.0
16
<0.1%
11
<0.1%
SMALLEST VALUES
0.0
43,720
18.0%
2,621
12.9%
1.0
68,843
28.3%
5,260
25.8%
2.0
54,037
22.2%
4,346
21.3%
3.0
34,871
14.3%
3,140
15.4%
4.0
20,006
8.2%
2,035
10.0%
5.0
10,766
4.4%
1,285
6.3%
6.0
5,393
2.2%
714
3.5%
7.0
2,727
1.1%
429
2.1%
8.0
1,422
0.6%
226
1.1%
9.0
656
0.3%
124
0.6%
10.0
352
0.1%
73
0.4%
11.0
172
<0.1%
48
0.2%
12.0
78
<0.1%
33
0.2%
13.0
43
<0.1%
8
<0.1%
14.0
16
<0.1%
11
<0.1%
LARGEST VALUES
20.0
1
<0.1%
0
0.0%
19.0
3
<0.1%
1
<0.1%
17.0
2
<0.1%
5
<0.1%
16.0
5
<0.1%
0
0.0%
15.0
10
<0.1%
4
<0.1%
14.0
16
<0.1%
11
<0.1%
13.0
43
<0.1%
8
<0.1%
12.0
78
<0.1%
33
0.2%
11.0
172
<0.1%
48
0.2%
10.0
352
0.1%
73
0.4%
9.0
656
0.3%
124
0.6%
8.0
1,422
0.6%
226
1.1%
7.0
2,727
1.1%
429
2.1%
6.0
5,393
2.2%
714
3.5%
5.0
10,766
4.4%
1,285
6.3%
CREDIT_ACTIVE_Closed_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_CURRENCY_currency 1_count_Bureau
0.93
CREDIT_TYPE_Consumer credit_count_Bureau
0.92
CREDIT_TYPE_Credit card_count_Bureau
0.46
CREDIT_ACTIVE_Active_count_Bureau
0.36
DAYS_CREDIT_UPDATE_Bureau
-0.28
DAYS_CREDIT_Bureau
-0.25
CREDIT_TYPE_Other_count_Bureau
0.20
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.18
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.17
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.17
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.17
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.15
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.14
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.10
CREDIT_ACTIVE_Sold_count_Bureau
0.09
OCCUPATION_TYPE
0.08
REGION_RATING_CLIENT
0.07
REGION_RATING_CLIENT_W_CITY
0.07
NAME_FAMILY_STATUS
0.06
NAME_EDUCATION_TYPE
0.06
REG_CITY_NOT_WORK_CITY
0.06
REG_CITY_NOT_LIVE_CITY
0.05
NAME_HOUSING_TYPE
0.05
CODE_GENDER
0.05
NAME_INCOME_TYPE
0.04
FLAG_PHONE
0.04
FLAG_OWN_CAR
0.04
MOST FREQUENT VALUES
1.0
49,034
20.2%
4,471
22.0%
2.0
39,911
16.4%
3,180
15.6%
3.0
31,366
12.9%
2,303
11.3%
0.0
29,632
12.2%
3,694
18.1%
4.0
24,196
10.0%
1,718
8.4%
5.0
18,315
7.5%
1,326
6.5%
6.0
13,595
5.6%
1,015
5.0%
7.0
10,158
4.2%
761
3.7%
8.0
7,177
3.0%
474
2.3%
9.0
5,277
2.2%
358
1.8%
10.0
3,872
1.6%
284
1.4%
11.0
2,901
1.2%
172
0.8%
12.0
2,042
0.8%
153
0.8%
13.0
1,563
0.6%
111
0.5%
14.0
1,086
0.4%
97
0.5%
SMALLEST VALUES
0.0
29,632
12.2%
3,694
18.1%
1.0
49,034
20.2%
4,471
22.0%
2.0
39,911
16.4%
3,180
15.6%
3.0
31,366
12.9%
2,303
11.3%
4.0
24,196
10.0%
1,718
8.4%
5.0
18,315
7.5%
1,326
6.5%
6.0
13,595
5.6%
1,015
5.0%
7.0
10,158
4.2%
761
3.7%
8.0
7,177
3.0%
474
2.3%
9.0
5,277
2.2%
358
1.8%
10.0
3,872
1.6%
284
1.4%
11.0
2,901
1.2%
172
0.8%
12.0
2,042
0.8%
153
0.8%
13.0
1,563
0.6%
111
0.5%
14.0
1,086
0.4%
97
0.5%
LARGEST VALUES
108.0
1
<0.1%
0
0.0%
84.0
1
<0.1%
0
0.0%
56.0
1
<0.1%
0
0.0%
52.0
1
<0.1%
1
<0.1%
51.0
1
<0.1%
0
0.0%
48.0
4
<0.1%
0
0.0%
47.0
3
<0.1%
0
0.0%
46.0
2
<0.1%
0
0.0%
45.0
1
<0.1%
0
0.0%
44.0
1
<0.1%
0
0.0%
43.0
2
<0.1%
0
0.0%
42.0
3
<0.1%
0
0.0%
41.0
1
<0.1%
0
0.0%
40.0
5
<0.1%
0
0.0%
39.0
4
<0.1%
0
0.0%
CREDIT_ACTIVE_Sold_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
TOP CATEGORIES
0.0
238,432
98%
19,833
97%
1.0
4,355
2%
500
2%
2.0
299
<1%
34
<1%
3.0
28
<1%
1
<1%
4.0
5
<1%
0
0%
5.0
2
<1%
0
0%
9.0
1
<1%
0
0%
6.0
1
<1%
0
0%
ALL
243,123
100%
20,368
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CREDIT_ACTIVE_Sold_count_Bureau
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_2
0.00
REGION_RATING_CLIENT_W_CITY
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_15
0.00
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.00
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_16
0.00
NAME_HOUSING_TYPE
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON CREDIT_ACTIVE_Sold_count_Bureau:
REGION_RATING_CLIENT_W_CITY
0.00
REGION_RATING_CLIENT
0.00
ORGANIZATION_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_TYPE_SUITE
0.00
NAME_HOUSING_TYPE
0.00
FLAG_PHONE
0.00
NAME_INCOME_TYPE
0.00
NAME_FAMILY_STATUS
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_OWN_CAR
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_8
0.00
LIVE_CITY_NOT_WORK_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CREDIT_ACTIVE_Sold_count_Bureau
CORRELATION RATIO WITH...
CREDIT_TYPE_Other_count_Bureau
0.13
CREDIT_CURRENCY_currency 1_count_Bureau
0.13
CREDIT_TYPE_Consumer credit_count_Bureau
0.10
CREDIT_TYPE_Credit card_count_Bureau
0.10
CREDIT_ACTIVE_Closed_count_Bureau
0.09
DAYS_CREDIT_Bureau
0.07
CREDIT_ACTIVE_Active_count_Bureau
0.07
DAYS_CREDIT_UPDATE_Bureau
0.07
CREDIT_DAY_OVERDUE_Bureau
0.05
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.04
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.03
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.03
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.03
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.03
CREDIT_CURRENCY_currency 1_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_TYPE_Consumer credit_count_Bureau
0.93
CREDIT_ACTIVE_Closed_count_Bureau
0.93
CREDIT_ACTIVE_Active_count_Bureau
0.69
CREDIT_TYPE_Credit card_count_Bureau
0.64
CREDIT_TYPE_Other_count_Bureau
0.21
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.18
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.17
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.16
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.16
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.15
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.15
DAYS_CREDIT_UPDATE_Bureau
-0.15
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.15
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.13
CREDIT_ACTIVE_Sold_count_Bureau
0.13
OCCUPATION_TYPE
0.10
NAME_FAMILY_STATUS
0.07
NAME_EDUCATION_TYPE
0.07
REGION_RATING_CLIENT_W_CITY
0.06
REGION_RATING_CLIENT
0.06
NAME_INCOME_TYPE
0.06
CODE_GENDER
0.05
FLAG_PHONE
0.05
FLAG_OWN_CAR
0.05
REG_CITY_NOT_WORK_CITY
0.05
NAME_TYPE_SUITE
0.05
REG_CITY_NOT_LIVE_CITY
0.05
MOST FREQUENT VALUES
1.0
33,013
13.6%
3,097
15.2%
2.0
32,859
13.5%
2,786
13.7%
3.0
30,444
12.5%
2,504
12.3%
4.0
26,892
11.1%
2,065
10.1%
5.0
23,139
9.5%
1,863
9.1%
6.0
19,440
8.0%
1,511
7.4%
7.0
15,998
6.6%
1,254
6.2%
8.0
13,275
5.5%
1,071
5.3%
9.0
10,274
4.2%
868
4.3%
10.0
8,176
3.4%
709
3.5%
11.0
6,612
2.7%
579
2.8%
12.0
5,170
2.1%
394
1.9%
13.0
4,056
1.7%
312
1.5%
14.0
3,221
1.3%
269
1.3%
15.0
2,324
1.0%
221
1.1%
SMALLEST VALUES
0.0
32
<0.1%
2
<0.1%
1.0
33,013
13.6%
3,097
15.2%
2.0
32,859
13.5%
2,786
13.7%
3.0
30,444
12.5%
2,504
12.3%
4.0
26,892
11.1%
2,065
10.1%
5.0
23,139
9.5%
1,863
9.1%
6.0
19,440
8.0%
1,511
7.4%
7.0
15,998
6.6%
1,254
6.2%
8.0
13,275
5.5%
1,071
5.3%
9.0
10,274
4.2%
868
4.3%
10.0
8,176
3.4%
709
3.5%
11.0
6,612
2.7%
579
2.8%
12.0
5,170
2.1%
394
1.9%
13.0
4,056
1.7%
312
1.5%
14.0
3,221
1.3%
269
1.3%
LARGEST VALUES
116.0
1
<0.1%
0
0.0%
94.0
1
<0.1%
0
0.0%
61.0
1
<0.1%
0
0.0%
59.0
1
<0.1%
0
0.0%
58.0
1
<0.1%
0
0.0%
56.0
1
<0.1%
0
0.0%
55.0
1
<0.1%
1
<0.1%
54.0
3
<0.1%
0
0.0%
53.0
1
<0.1%
0
0.0%
52.0
1
<0.1%
0
0.0%
51.0
2
<0.1%
0
0.0%
50.0
3
<0.1%
0
0.0%
49.0
3
<0.1%
0
0.0%
48.0
1
<0.1%
1
<0.1%
47.0
5
<0.1%
1
<0.1%
CREDIT_TYPE_Consumer credit_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_CURRENCY_currency 1_count_Bureau
0.93
CREDIT_ACTIVE_Closed_count_Bureau
0.92
CREDIT_ACTIVE_Active_count_Bureau
0.54
CREDIT_TYPE_Credit card_count_Bureau
0.36
DAYS_CREDIT_UPDATE_Bureau
-0.20
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.19
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.17
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.17
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.17
DAYS_CREDIT_Bureau
-0.16
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.14
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.14
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.14
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.12
CREDIT_ACTIVE_Sold_count_Bureau
0.10
REGION_RATING_CLIENT_W_CITY
0.09
REGION_RATING_CLIENT
0.09
OCCUPATION_TYPE
0.08
NAME_FAMILY_STATUS
0.08
CODE_GENDER
0.07
NAME_INCOME_TYPE
0.06
REG_CITY_NOT_LIVE_CITY
0.05
NAME_HOUSING_TYPE
0.05
REG_CITY_NOT_WORK_CITY
0.05
REG_REGION_NOT_WORK_REGION
0.05
FLAG_PHONE
0.05
FLAG_DOCUMENT_3
0.05
MOST FREQUENT VALUES
1.0
43,797
18.0%
4,070
20.0%
2.0
39,770
16.4%
3,420
16.8%
3.0
33,387
13.7%
2,729
13.4%
4.0
26,617
10.9%
2,080
10.2%
5.0
21,277
8.8%
1,591
7.8%
6.0
16,628
6.8%
1,293
6.3%
0.0
15,207
6.3%
1,435
7.0%
7.0
12,252
5.0%
993
4.9%
8.0
8,970
3.7%
734
3.6%
9.0
6,798
2.8%
552
2.7%
10.0
5,014
2.1%
369
1.8%
11.0
3,615
1.5%
267
1.3%
12.0
2,603
1.1%
224
1.1%
13.0
2,014
0.8%
146
0.7%
14.0
1,364
0.6%
117
0.6%
SMALLEST VALUES
0.0
15,207
6.3%
1,435
7.0%
1.0
43,797
18.0%
4,070
20.0%
2.0
39,770
16.4%
3,420
16.8%
3.0
33,387
13.7%
2,729
13.4%
4.0
26,617
10.9%
2,080
10.2%
5.0
21,277
8.8%
1,591
7.8%
6.0
16,628
6.8%
1,293
6.3%
7.0
12,252
5.0%
993
4.9%
8.0
8,970
3.7%
734
3.6%
9.0
6,798
2.8%
552
2.7%
10.0
5,014
2.1%
369
1.8%
11.0
3,615
1.5%
267
1.3%
12.0
2,603
1.1%
224
1.1%
13.0
2,014
0.8%
146
0.7%
14.0
1,364
0.6%
117
0.6%
LARGEST VALUES
86.0
1
<0.1%
0
0.0%
57.0
1
<0.1%
0
0.0%
56.0
1
<0.1%
0
0.0%
53.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
50.0
1
<0.1%
0
0.0%
48.0
2
<0.1%
0
0.0%
47.0
1
<0.1%
0
0.0%
46.0
2
<0.1%
0
0.0%
45.0
1
<0.1%
0
0.0%
43.0
2
<0.1%
0
0.0%
42.0
2
<0.1%
0
0.0%
41.0
4
<0.1%
0
0.0%
40.0
1
<0.1%
0
0.0%
39.0
1
<0.1%
0
0.0%
CREDIT_TYPE_Credit card_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_ACTIVE_Active_count_Bureau
0.69
CREDIT_CURRENCY_currency 1_count_Bureau
0.64
CREDIT_ACTIVE_Closed_count_Bureau
0.46
CREDIT_TYPE_Consumer credit_count_Bureau
0.36
AMT_INCOME_TOTAL
0.14
MONTHS_BALANCE_HCredit_CCard
-0.13
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.13
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.13
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.12
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.12
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.12
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.11
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.11
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.11
CREDIT_ACTIVE_Sold_count_Bureau
0.10
NAME_EDUCATION_TYPE
0.09
OCCUPATION_TYPE
0.09
NAME_INCOME_TYPE
0.07
FLAG_EMP_PHONE
0.06
NAME_TYPE_SUITE
0.05
FLAG_DOCUMENT_6
0.04
FLAG_PHONE
0.04
REGION_RATING_CLIENT
0.04
NAME_FAMILY_STATUS
0.04
REGION_RATING_CLIENT_W_CITY
0.04
CODE_GENDER
0.03
REG_CITY_NOT_WORK_CITY
0.03
MOST FREQUENT VALUES
0.0
85,061
35.0%
6,388
31.4%
1.0
79,550
32.7%
6,471
31.8%
2.0
40,203
16.5%
3,520
17.3%
3.0
19,479
8.0%
1,854
9.1%
4.0
9,375
3.9%
977
4.8%
5.0
4,563
1.9%
545
2.7%
6.0
2,360
1.0%
259
1.3%
7.0
1,184
0.5%
144
0.7%
8.0
596
0.2%
85
0.4%
9.0
345
0.1%
50
0.2%
10.0
184
<0.1%
31
0.2%
11.0
112
<0.1%
17
<0.1%
12.0
54
<0.1%
7
<0.1%
13.0
22
<0.1%
7
<0.1%
15.0
13
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
85,061
35.0%
6,388
31.4%
1.0
79,550
32.7%
6,471
31.8%
2.0
40,203
16.5%
3,520
17.3%
3.0
19,479
8.0%
1,854
9.1%
4.0
9,375
3.9%
977
4.8%
5.0
4,563
1.9%
545
2.7%
6.0
2,360
1.0%
259
1.3%
7.0
1,184
0.5%
144
0.7%
8.0
596
0.2%
85
0.4%
9.0
345
0.1%
50
0.2%
10.0
184
<0.1%
31
0.2%
11.0
112
<0.1%
17
<0.1%
12.0
54
<0.1%
7
<0.1%
13.0
22
<0.1%
7
<0.1%
14.0
7
<0.1%
7
<0.1%
LARGEST VALUES
22.0
1
<0.1%
0
0.0%
20.0
1
<0.1%
0
0.0%
19.0
1
<0.1%
0
0.0%
18.0
3
<0.1%
0
0.0%
17.0
4
<0.1%
1
<0.1%
16.0
5
<0.1%
2
<0.1%
15.0
13
<0.1%
3
<0.1%
14.0
7
<0.1%
7
<0.1%
13.0
22
<0.1%
7
<0.1%
12.0
54
<0.1%
7
<0.1%
11.0
112
<0.1%
17
<0.1%
10.0
184
<0.1%
31
0.2%
9.0
345
0.1%
50
0.2%
8.0
596
0.2%
85
0.4%
7.0
1,184
0.5%
144
0.7%
CREDIT_TYPE_Other_count_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_CURRENCY_currency 1_count_Bureau
0.21
CREDIT_ACTIVE_Closed_count_Bureau
0.20
AMT_INCOME_TOTAL
0.17
CREDIT_ACTIVE_Active_count_Bureau
0.13
DAYS_REGISTRATION
0.08
CREDIT_TYPE_Credit card_count_Bureau
0.07
AMT_CREDIT
0.07
AMT_APPLICATION_HCredit_PApp
0.06
AMT_CREDIT_HCredit_PApp
0.06
AMT_INSTALMENT_mean_HCredit_installments
0.05
DAYS_BIRTH
0.05
CREDIT_TYPE_Consumer credit_count_Bureau
0.05
CNT_CHILDREN
0.05
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
0.14
CREDIT_ACTIVE_Sold_count_Bureau
0.13
OCCUPATION_TYPE
0.11
NAME_EDUCATION_TYPE
0.09
CODE_GENDER
0.09
ORGANIZATION_TYPE
0.08
FLAG_DOCUMENT_8
0.08
NAME_INCOME_TYPE
0.07
NAME_FAMILY_STATUS
0.06
FLAG_EMP_PHONE
0.06
FLAG_DOCUMENT_13
0.04
FLAG_DOCUMENT_6
0.04
NAME_HOUSING_TYPE
0.03
FLAG_DOCUMENT_3
0.02
MOST FREQUENT VALUES
0.0
207,931
85.5%
17,726
87.0%
1.0
27,812
11.4%
1,995
9.8%
2.0
5,217
2.1%
365
1.8%
3.0
1,267
0.5%
114
0.6%
4.0
416
0.2%
62
0.3%
5.0
167
<0.1%
25
0.1%
6.0
93
<0.1%
20
<0.1%
7.0
43
<0.1%
11
<0.1%
8.0
41
<0.1%
6
<0.1%
9.0
29
<0.1%
11
<0.1%
11.0
18
<0.1%
10
<0.1%
10.0
17
<0.1%
5
<0.1%
13.0
14
<0.1%
5
<0.1%
12.0
9
<0.1%
4
<0.1%
15.0
7
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
207,931
85.5%
17,726
87.0%
1.0
27,812
11.4%
1,995
9.8%
2.0
5,217
2.1%
365
1.8%
3.0
1,267
0.5%
114
0.6%
4.0
416
0.2%
62
0.3%
5.0
167
<0.1%
25
0.1%
6.0
93
<0.1%
20
<0.1%
7.0
43
<0.1%
11
<0.1%
8.0
41
<0.1%
6
<0.1%
9.0
29
<0.1%
11
<0.1%
10.0
17
<0.1%
5
<0.1%
11.0
18
<0.1%
10
<0.1%
12.0
9
<0.1%
4
<0.1%
13.0
14
<0.1%
5
<0.1%
14.0
6
<0.1%
1
<0.1%
LARGEST VALUES
79.0
1
<0.1%
0
0.0%
44.0
1
<0.1%
0
0.0%
40.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
26.0
1
<0.1%
0
0.0%
24.0
2
<0.1%
0
0.0%
23.0
2
<0.1%
0
0.0%
22.0
3
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
20.0
5
<0.1%
1
<0.1%
19.0
2
<0.1%
1
<0.1%
18.0
7
<0.1%
0
0.0%
17.0
3
<0.1%
0
0.0%
16.0
6
<0.1%
2
<0.1%
15.0
7
<0.1%
3
<0.1%
DAYS_CREDIT_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_CREDIT_UPDATE_Bureau
0.76
CREDIT_ACTIVE_Closed_count_Bureau
-0.25
DAYS_BIRTH
0.20
DAYS_ID_PUBLISH
0.19
DAYS_DECISION_HCredit_PApp
0.18
DAYS_INSTALMENT_mean_HCredit_installments
0.17
MONTHS_BALANCE_pos_cash
0.17
CREDIT_TYPE_Consumer credit_count_Bureau
-0.16
CREDIT_ACTIVE_Active_count_Bureau
0.15
CREDIT_CURRENCY_currency 1_count_Bureau
-0.14
MONTHS_BALANCE_HCredit_CCard
0.13
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.13
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.11
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
0.08
REG_CITY_NOT_LIVE_CITY
0.08
NAME_HOUSING_TYPE
0.08
OCCUPATION_TYPE
0.07
CREDIT_ACTIVE_Sold_count_Bureau
0.07
ORGANIZATION_TYPE
0.07
REG_CITY_NOT_WORK_CITY
0.07
NAME_EDUCATION_TYPE
0.05
NAME_INCOME_TYPE
0.04
FLAG_OWN_CAR
0.04
REG_REGION_NOT_LIVE_REGION
0.04
NAME_CONTRACT_TYPE
0.04
FLAG_PHONE
0.04
REGION_RATING_CLIENT
0.03
MOST FREQUENT VALUES
-441.0
71
<0.1%
7
<0.1%
-400.0
71
<0.1%
6
<0.1%
-488.0
69
<0.1%
1
<0.1%
-424.0
69
<0.1%
3
<0.1%
-1132.0
68
<0.1%
1
<0.1%
-851.0
68
<0.1%
5
<0.1%
-468.0
68
<0.1%
3
<0.1%
-478.0
68
<0.1%
8
<0.1%
-809.0
66
<0.1%
5
<0.1%
-679.0
65
<0.1%
3
<0.1%
-448.0
65
<0.1%
6
<0.1%
-549.0
65
<0.1%
6
<0.1%
-614.0
64
<0.1%
1
<0.1%
-901.0
64
<0.1%
2
<0.1%
-1020.0
64
<0.1%
5
<0.1%
SMALLEST VALUES
-2922.0
11
<0.1%
1
<0.1%
-2921.0
4
<0.1%
0
0.0%
-2920.0
4
<0.1%
1
<0.1%
-2919.0
10
<0.1%
0
0.0%
-2918.0
7
<0.1%
0
0.0%
-2917.0
6
<0.1%
0
0.0%
-2916.0
5
<0.1%
2
<0.1%
-2915.0
3
<0.1%
0
0.0%
-2914.0
5
<0.1%
0
0.0%
-2913.5
3
<0.1%
0
0.0%
-2913.0
15
<0.1%
0
0.0%
-2912.0
4
<0.1%
0
0.0%
-2911.0
8
<0.1%
2
<0.1%
-2910.0
6
<0.1%
1
<0.1%
-2909.0
6
<0.1%
0
0.0%
LARGEST VALUES
0.0
1
<0.1%
0
0.0%
-2.0
1
<0.1%
0
0.0%
-3.0
1
<0.1%
0
0.0%
-4.0
2
<0.1%
1
<0.1%
-5.0
5
<0.1%
1
<0.1%
-6.0
5
<0.1%
2
<0.1%
-7.0
5
<0.1%
5
<0.1%
-8.0
13
<0.1%
1
<0.1%
-9.0
5
<0.1%
1
<0.1%
-9.5
1
<0.1%
0
0.0%
-10.0
17
<0.1%
4
<0.1%
-11.0
7
<0.1%
5
<0.1%
-12.0
22
<0.1%
2
<0.1%
-13.0
15
<0.1%
4
<0.1%
-14.0
21
<0.1%
3
<0.1%
CREDIT_DAY_OVERDUE_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_CREDIT_SUM_OVERDUE_Bureau
0.13
DAYS_CREDIT_Bureau
-0.04
DAYS_CREDIT_UPDATE_Bureau
-0.03
CREDIT_ACTIVE_Closed_count_Bureau
-0.01
DAYS_BIRTH
-0.01
AMT_INCOME_TOTAL
-0.01
SK_DPD_pos_cash
0.01
AMT_INSTALMENT_mean_HCredit_installments
-0.01
DAYS_REGISTRATION
-0.01
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.01
CREDIT_TYPE_Credit card_count_Bureau
-0.01
CREDIT_CURRENCY_currency 1_count_Bureau
-0.01
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
-0.00
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CREDIT_ACTIVE_Sold_count_Bureau
0.05
ORGANIZATION_TYPE
0.01
NAME_TYPE_SUITE
0.01
OCCUPATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
FLAG_OWN_CAR
0.01
WEEKDAY_APPR_PROCESS_START
0.01
FLAG_EMP_PHONE
0.01
FLAG_WORK_PHONE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_18
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
MOST FREQUENT VALUES
0.0
240,266
98.8%
19,828
97.3%
5.0
46
<0.1%
5
<0.1%
6.0
41
<0.1%
7
<0.1%
10.0
41
<0.1%
3
<0.1%
2.0
37
<0.1%
9
<0.1%
1.0
36
<0.1%
7
<0.1%
3.0
35
<0.1%
7
<0.1%
7.5
35
<0.1%
5
<0.1%
4.0
31
<0.1%
6
<0.1%
15.0
31
<0.1%
3
<0.1%
2.5
30
<0.1%
4
<0.1%
4.285714285714286
26
<0.1%
1
<0.1%
3.75
24
<0.1%
5
<0.1%
3.333333333333333
20
<0.1%
2
<0.1%
1.5
19
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
240,266
98.8%
19,828
97.3%
0.0434782608695652
1
<0.1%
0
0.0%
0.0869565217391304
1
<0.1%
0
0.0%
0.1176470588235294
1
<0.1%
0
0.0%
0.1428571428571428
1
<0.1%
0
0.0%
0.1538461538461538
1
<0.1%
0
0.0%
0.1666666666666666
1
<0.1%
0
0.0%
0.1739130434782608
1
<0.1%
0
0.0%
0.2
1
<0.1%
0
0.0%
0.2142857142857142
1
<0.1%
0
0.0%
0.2222222222222222
2
<0.1%
1
<0.1%
0.2272727272727272
1
<0.1%
0
0.0%
0.2432432432432432
1
<0.1%
0
0.0%
0.25
6
<0.1%
0
0.0%
0.2727272727272727
3
<0.1%
1
<0.1%
LARGEST VALUES
2770.0
1
<0.1%
0
0.0%
2644.0
1
<0.1%
0
0.0%
2629.0
1
<0.1%
0
0.0%
2553.0
1
<0.1%
0
0.0%
2092.0
1
<0.1%
0
0.0%
2048.0
1
<0.1%
0
0.0%
1972.0
1
<0.1%
0
0.0%
1724.0
1
<0.1%
0
0.0%
1681.0
1
<0.1%
0
0.0%
1648.0
1
<0.1%
0
0.0%
1524.0
1
<0.1%
0
0.0%
1325.5
1
<0.1%
0
0.0%
1313.5
1
<0.1%
0
0.0%
1312.5
1
<0.1%
0
0.0%
1308.0
1
<0.1%
0
0.0%
CNT_CREDIT_PROLONG_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_TYPE_Credit card_count_Bureau
0.05
CREDIT_TYPE_Consumer credit_count_Bureau
-0.04
DAYS_CREDIT_Bureau
-0.03
DAYS_BIRTH
0.03
CREDIT_ACTIVE_Closed_count_Bureau
-0.02
DAYS_ID_PUBLISH
0.02
AMT_INCOME_TOTAL
0.02
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.02
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.01
AMT_RECIVABLE_HCredit_CCard
0.01
AMT_BALANCE_HCredit_CCard
0.01
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.01
CHANNEL_TYPE_Stone_count_HCredit_PApp
-0.01
CREDIT_ACTIVE_Active_count_Bureau
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_6
0.02
NAME_EDUCATION_TYPE
0.02
NAME_FAMILY_STATUS
0.02
CODE_GENDER
0.02
REG_REGION_NOT_WORK_REGION
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_HOUSING_TYPE
0.01
NAME_TYPE_SUITE
0.01
REG_CITY_NOT_LIVE_CITY
0.01
MOST FREQUENT VALUES
0.0
235,356
96.8%
19,627
96.4%
0.25
681
0.3%
70
0.3%
0.1666666666666666
619
0.3%
56
0.3%
0.2
618
0.3%
52
0.3%
0.3333333333333333
586
0.2%
59
0.3%
0.1428571428571428
552
0.2%
51
0.3%
0.125
517
0.2%
55
0.3%
0.5
514
0.2%
63
0.3%
0.1111111111111111
427
0.2%
35
0.2%
0.1
376
0.2%
31
0.2%
0.0909090909090909
314
0.1%
36
0.2%
0.0833333333333333
308
0.1%
21
0.1%
1.0
305
0.1%
19
<0.1%
0.0769230769230769
220
<0.1%
21
0.1%
0.0714285714285714
169
<0.1%
20
<0.1%
SMALLEST VALUES
0.0
235,356
96.8%
19,627
96.4%
0.0106382978723404
1
<0.1%
0
0.0%
0.0185185185185185
1
<0.1%
0
0.0%
0.024390243902439
2
<0.1%
0
0.0%
0.025
1
<0.1%
0
0.0%
0.0263157894736842
3
<0.1%
0
0.0%
0.027027027027027
1
<0.1%
0
0.0%
0.0285714285714285
1
<0.1%
0
0.0%
0.0294117647058823
1
<0.1%
0
0.0%
0.0303030303030303
1
<0.1%
1
<0.1%
0.03125
3
<0.1%
1
<0.1%
0.032258064516129
2
<0.1%
0
0.0%
0.0333333333333333
3
<0.1%
1
<0.1%
0.0344827586206896
3
<0.1%
1
<0.1%
0.0357142857142857
12
<0.1%
2
<0.1%
LARGEST VALUES
6.0
1
<0.1%
0
0.0%
5.0
1
<0.1%
0
0.0%
4.0
2
<0.1%
0
0.0%
3.0
6
<0.1%
0
0.0%
2.0
42
<0.1%
7
<0.1%
1.6666666666666667
2
<0.1%
0
0.0%
1.6
1
<0.1%
0
0.0%
1.5
10
<0.1%
0
0.0%
1.3333333333333333
3
<0.1%
0
0.0%
1.2
1
<0.1%
0
0.0%
1.0
305
0.1%
19
<0.1%
0.8333333333333334
5
<0.1%
0
0.0%
0.8
5
<0.1%
0
0.0%
0.7777777777777778
1
<0.1%
0
0.0%
0.75
22
<0.1%
2
<0.1%
AMT_CREDIT_SUM_OVERDUE_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CREDIT_DAY_OVERDUE_Bureau
0.13
SK_DPD_pos_cash
0.01
DAYS_CREDIT_Bureau
-0.01
CODE_REJECT_REASON_XAP_count_HCredit_PApp
-0.00
DAYS_BIRTH
0.00
MONTHS_BALANCE_pos_cash
-0.00
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.00
DAYS_DECISION_HCredit_PApp
-0.00
NAME_CONTRACT_STATUS_Completed_count_HCredit_CCard
0.00
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
-0.00
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
-0.00
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
-0.00
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.00
CREDIT_ACTIVE_Closed_count_Bureau
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_TYPE_SUITE
0.01
FLAG_WORK_PHONE
0.01
ORGANIZATION_TYPE
0.01
CREDIT_ACTIVE_Sold_count_Bureau
0.01
FLAG_DOCUMENT_16
0.01
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.00
WEEKDAY_APPR_PROCESS_START
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_HOUSING_TYPE
0.00
NAME_INCOME_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_EMP_PHONE
0.00
FLAG_OWN_REALTY
0.00
MOST FREQUENT VALUES
0.0
240,329
98.9%
19,828
97.3%
4.5
55
<0.1%
5
<0.1%
2.25
44
<0.1%
4
<0.1%
1.5
36
<0.1%
1
<0.1%
0.9
33
<0.1%
4
<0.1%
1.125
33
<0.1%
5
<0.1%
0.75
30
<0.1%
5
<0.1%
9.0
27
<0.1%
4
<0.1%
13.5
24
<0.1%
2
<0.1%
27.0
20
<0.1%
0
0.0%
0.5625
20
<0.1%
1
<0.1%
22.5
20
<0.1%
1
<0.1%
18.0
19
<0.1%
2
<0.1%
3.0
16
<0.1%
1
<0.1%
11.25
15
<0.1%
5
<0.1%
SMALLEST VALUES
0.0
240,329
98.9%
19,828
97.3%
0.0045
1
<0.1%
0
0.0%
0.0075
1
<0.1%
0
0.0%
0.0257142857142857
1
<0.1%
0
0.0%
0.027
1
<0.1%
0
0.0%
0.03
1
<0.1%
0
0.0%
0.04
1
<0.1%
0
0.0%
0.0525
1
<0.1%
0
0.0%
0.0736363636363636
1
<0.1%
0
0.0%
0.084375
1
<0.1%
0
0.0%
0.09
1
<0.1%
0
0.0%
0.1271739130434782
1
<0.1%
0
0.0%
0.1315384615384615
1
<0.1%
0
0.0%
0.135
2
<0.1%
0
0.0%
0.153
1
<0.1%
0
0.0%
LARGEST VALUES
1617403.5
1
<0.1%
0
0.0%
1361214.0
1
<0.1%
0
0.0%
939170.25
1
<0.1%
0
0.0%
617070.0
1
<0.1%
0
0.0%
612237.4425
1
<0.1%
0
0.0%
525866.1428571428
1
<0.1%
0
0.0%
290129.4
1
<0.1%
0
0.0%
260064.0
1
<0.1%
0
0.0%
256408.875
1
<0.1%
0
0.0%
144361.8
1
<0.1%
0
0.0%
123748.5
1
<0.1%
0
0.0%
106980.42857142857
1
<0.1%
0
0.0%
94523.17704545456
1
<0.1%
0
0.0%
88842.75
1
<0.1%
0
0.0%
62318.79
1
<0.1%
0
0.0%
DAYS_CREDIT_UPDATE_Bureau
MISSING:
39,563
(14%)
4,457
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_CREDIT_Bureau
0.76
CREDIT_ACTIVE_Closed_count_Bureau
-0.28
CREDIT_TYPE_Consumer credit_count_Bureau
-0.20
CREDIT_ACTIVE_Active_count_Bureau
0.18
DAYS_BIRTH
0.16
CREDIT_CURRENCY_currency 1_count_Bureau
-0.15
DAYS_ID_PUBLISH
0.15
DAYS_INSTALMENT_mean_HCredit_installments
0.13
MONTHS_BALANCE_pos_cash
0.13
DAYS_DECISION_HCredit_PApp
0.13
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.09
DAYS_REGISTRATION
0.08
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
-0.07
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CREDIT_ACTIVE_Sold_count_Bureau
0.07
REG_CITY_NOT_LIVE_CITY
0.07
NAME_HOUSING_TYPE
0.06
REG_CITY_NOT_WORK_CITY
0.06
NAME_FAMILY_STATUS
0.06
ORGANIZATION_TYPE
0.06
REGION_RATING_CLIENT_W_CITY
0.05
REGION_RATING_CLIENT
0.05
NAME_EDUCATION_TYPE
0.04
OCCUPATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
FLAG_EMP_PHONE
0.04
REG_REGION_NOT_LIVE_REGION
0.04
REG_REGION_NOT_WORK_REGION
0.04
MOST FREQUENT VALUES
-15.0
669
0.3%
77
0.4%
-7.0
659
0.3%
92
0.5%
-14.0
658
0.3%
91
0.4%
-11.0
649
0.3%
67
0.3%
-12.0
648
0.3%
64
0.3%
-8.0
642
0.3%
83
0.4%
-9.0
633
0.3%
88
0.4%
-18.0
630
0.3%
94
0.5%
-17.0
608
0.3%
71
0.3%
-16.0
607
0.2%
84
0.4%
-10.0
602
0.2%
85
0.4%
-13.0
593
0.2%
86
0.4%
-6.0
590
0.2%
63
0.3%
-19.0
578
0.2%
71
0.3%
-20.0
560
0.2%
65
0.3%
SMALLEST VALUES
-41890.0
1
<0.1%
0
0.0%
-20932.0
1
<0.1%
0
0.0%
-14363.333333333334
1
<0.1%
0
0.0%
-11255.5
1
<0.1%
0
0.0%
-10965.75
1
<0.1%
0
0.0%
-10758.5
1
<0.1%
0
0.0%
-10646.25
1
<0.1%
0
0.0%
-10506.0
1
<0.1%
0
0.0%
-9731.333333333334
1
<0.1%
0
0.0%
-9004.8
1
<0.1%
0
0.0%
-9001.6
1
<0.1%
0
0.0%
-8883.6
1
<0.1%
0
0.0%
-8614.0
1
<0.1%
0
0.0%
-8563.6
1
<0.1%
0
0.0%
-8014.545454545455
1
<0.1%
0
0.0%
LARGEST VALUES
14.0
1
<0.1%
0
0.0%
0.0
13
<0.1%
1
<0.1%
-1.0
67
<0.1%
14
<0.1%
-1.5
1
<0.1%
0
0.0%
-1.6666666666666667
2
<0.1%
0
0.0%
-2.0
192
<0.1%
19
<0.1%
-2.5
9
<0.1%
0
0.0%
-2.6666666666666665
1
<0.1%
0
0.0%
-3.0
321
0.1%
35
0.2%
-3.333333333333333
3
<0.1%
0
0.0%
-3.4
1
<0.1%
0
0.0%
-3.5
8
<0.1%
3
<0.1%
-3.6666666666666665
2
<0.1%
0
0.0%
-3.75
1
<0.1%
1
<0.1%
-4.0
324
0.1%
39
0.2%
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MONTHS_BALANCE_HCredit_CCard
-0.99
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.81
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.77
DAYS_INSTALMENT_mean_HCredit_installments
-0.67
DAYS_DECISION_HCredit_PApp
-0.59
MONTHS_BALANCE_pos_cash
-0.41
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
-0.40
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.36
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
-0.25
AMT_DRAWINGS_CURRENT_HCredit_CCard
-0.25
CNT_DRAWINGS_CURRENT_HCredit_CCard
-0.24
AMT_INSTALMENT_mean_HCredit_installments
-0.21
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
-0.20
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.12
FLAG_DOCUMENT_3
0.09
NAME_HOUSING_TYPE
0.04
NAME_FAMILY_STATUS
0.04
REGION_RATING_CLIENT_W_CITY
0.04
REGION_RATING_CLIENT
0.04
ORGANIZATION_TYPE
0.04
NAME_EDUCATION_TYPE
0.04
REG_CITY_NOT_LIVE_CITY
0.03
OCCUPATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
FLAG_DOCUMENT_16
0.02
FLAG_DOCUMENT_18
0.02
NAME_TYPE_SUITE
0.02
MOST FREQUENT VALUES
96.0
5,104
6.4%
296
3.9%
8.0
3,605
4.5%
446
5.9%
7.0
3,573
4.5%
474
6.3%
9.0
3,071
3.9%
415
5.5%
6.0
3,062
3.9%
387
5.1%
10.0
2,779
3.5%
337
4.5%
11.0
2,467
3.1%
307
4.1%
12.0
2,136
2.7%
227
3.0%
5.0
1,984
2.5%
205
2.7%
95.0
1,833
2.3%
110
1.5%
13.0
1,685
2.1%
188
2.5%
4.0
1,672
2.1%
137
1.8%
15.0
1,607
2.0%
181
2.4%
16.0
1,588
2.0%
171
2.3%
14.0
1,506
1.9%
177
2.3%
SMALLEST VALUES
0.0
62
<0.1%
5
<0.1%
1.0
755
1.0%
74
1.0%
2.0
1,045
1.3%
71
0.9%
3.0
1,291
1.6%
89
1.2%
4.0
1,672
2.1%
137
1.8%
5.0
1,984
2.5%
205
2.7%
6.0
3,062
3.9%
387
5.1%
7.0
3,573
4.5%
474
6.3%
8.0
3,605
4.5%
446
5.9%
9.0
3,071
3.9%
415
5.5%
10.0
2,779
3.5%
337
4.5%
11.0
2,467
3.1%
307
4.1%
12.0
2,136
2.7%
227
3.0%
13.0
1,685
2.1%
188
2.5%
14.0
1,506
1.9%
177
2.3%
LARGEST VALUES
178.0
1
<0.1%
0
0.0%
162.0
1
<0.1%
0
0.0%
123.0
1
<0.1%
0
0.0%
121.0
1
<0.1%
0
0.0%
114.0
1
<0.1%
0
0.0%
101.0
1
<0.1%
0
0.0%
96.0
5,104
6.4%
296
3.9%
95.0
1,833
2.3%
110
1.5%
94.0
882
1.1%
55
0.7%
93.0
699
0.9%
45
0.6%
92.0
549
0.7%
39
0.5%
91.0
528
0.7%
42
0.6%
90.0
525
0.7%
35
0.5%
89.0
604
0.8%
37
0.5%
88.0
614
0.8%
55
0.7%
NAME_CONTRACT_STATUS_Completed_count_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_INSTALMENT_mean_HCredit_installments
-0.27
MONTHS_BALANCE_HCredit_CCard
-0.26
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.21
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.14
DAYS_DECISION_HCredit_PApp
-0.10
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.10
AMT_DRAWINGS_CURRENT_HCredit_CCard
-0.09
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.09
MONTHS_BALANCE_pos_cash
-0.08
CNT_DRAWINGS_CURRENT_HCredit_CCard
-0.08
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
-0.08
AMT_BALANCE_HCredit_CCard
-0.08
AMT_RECIVABLE_HCredit_CCard
-0.08
AMT_TOTAL_RECEIVABLE_HCredit_CCard
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.02
NAME_FAMILY_STATUS
0.01
NAME_HOUSING_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
OCCUPATION_TYPE
0.01
REG_CITY_NOT_LIVE_CITY
0.01
REGION_RATING_CLIENT
0.01
REG_CITY_NOT_WORK_CITY
0.01
NAME_INCOME_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
CODE_GENDER
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_18
0.01
MOST FREQUENT VALUES
0.0
69,491
87.6%
6,806
90.3%
3.0
1,312
1.7%
112
1.5%
4.0
1,207
1.5%
81
1.1%
1.0
1,123
1.4%
89
1.2%
2.0
1,063
1.3%
71
0.9%
5.0
717
0.9%
50
0.7%
25.0
556
0.7%
28
0.4%
8.0
458
0.6%
34
0.5%
7.0
455
0.6%
44
0.6%
6.0
449
0.6%
39
0.5%
22.0
431
0.5%
25
0.3%
29.0
316
0.4%
20
0.3%
9.0
291
0.4%
16
0.2%
24.0
226
0.3%
16
0.2%
26.0
196
0.2%
16
0.2%
SMALLEST VALUES
0.0
69,491
87.6%
6,806
90.3%
1.0
1,123
1.4%
89
1.2%
2.0
1,063
1.3%
71
0.9%
3.0
1,312
1.7%
112
1.5%
4.0
1,207
1.5%
81
1.1%
5.0
717
0.9%
50
0.7%
6.0
449
0.6%
39
0.5%
7.0
455
0.6%
44
0.6%
8.0
458
0.6%
34
0.5%
9.0
291
0.4%
16
0.2%
10.0
133
0.2%
23
0.3%
11.0
85
0.1%
7
<0.1%
12.0
38
<0.1%
0
0.0%
13.0
45
<0.1%
2
<0.1%
14.0
26
<0.1%
0
0.0%
LARGEST VALUES
45.0
1
<0.1%
0
0.0%
41.0
3
<0.1%
0
0.0%
37.0
3
<0.1%
0
0.0%
36.0
1
<0.1%
1
<0.1%
35.0
5
<0.1%
0
0.0%
34.0
3
<0.1%
1
<0.1%
33.0
3
<0.1%
0
0.0%
32.0
3
<0.1%
1
<0.1%
31.0
75
<0.1%
0
0.0%
30.0
132
0.2%
7
<0.1%
29.0
316
0.4%
20
0.3%
28.0
69
<0.1%
9
0.1%
27.0
94
0.1%
9
0.1%
26.0
196
0.2%
16
0.2%
25.0
556
0.7%
28
0.4%
MONTHS_BALANCE_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.99
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
-0.80
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.77
DAYS_INSTALMENT_mean_HCredit_installments
0.69
DAYS_DECISION_HCredit_PApp
0.59
MONTHS_BALANCE_pos_cash
0.42
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.40
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.35
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.26
NAME_CONTRACT_STATUS_Completed_count_HCredit_CCard
-0.26
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.25
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
0.25
AMT_INSTALMENT_mean_HCredit_installments
0.21
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.12
FLAG_DOCUMENT_3
0.09
NAME_HOUSING_TYPE
0.04
NAME_FAMILY_STATUS
0.04
REGION_RATING_CLIENT_W_CITY
0.04
REGION_RATING_CLIENT
0.04
ORGANIZATION_TYPE
0.04
NAME_EDUCATION_TYPE
0.04
REG_CITY_NOT_LIVE_CITY
0.03
OCCUPATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
FLAG_DOCUMENT_16
0.02
FLAG_DOCUMENT_18
0.02
NAME_TYPE_SUITE
0.02
MOST FREQUENT VALUES
-48.5
6,048
7.6%
350
4.6%
-5.0
3,426
4.3%
479
6.4%
-4.5
3,412
4.3%
441
5.9%
-5.5
3,185
4.0%
348
4.6%
-4.0
2,903
3.7%
376
5.0%
-6.0
2,797
3.5%
333
4.4%
-6.5
2,514
3.2%
269
3.6%
-3.5
2,358
3.0%
294
3.9%
-49.0
2,200
2.8%
130
1.7%
-7.0
1,978
2.5%
211
2.8%
-8.5
1,666
2.1%
197
2.6%
-7.5
1,611
2.0%
175
2.3%
-8.0
1,568
2.0%
184
2.4%
-3.0
1,468
1.8%
142
1.9%
-9.0
1,457
1.8%
147
2.0%
SMALLEST VALUES
-50.17977528089887
1
<0.1%
0
0.0%
-50.0
229
0.3%
16
0.2%
-49.5
613
0.8%
37
0.5%
-49.35714285714285
1
<0.1%
0
0.0%
-49.0
2,200
2.8%
130
1.7%
-48.755319148936174
1
<0.1%
0
0.0%
-48.5
6,048
7.6%
350
4.6%
-48.4
1
<0.1%
0
0.0%
-48.16494845360825
1
<0.1%
0
0.0%
-48.09278350515464
3
<0.1%
0
0.0%
-48.04123711340206
3
<0.1%
0
0.0%
-48.01030927835052
1
<0.1%
0
0.0%
-48.0
643
0.8%
38
0.5%
-47.59183673469388
3
<0.1%
0
0.0%
-47.54081632653061
1
<0.1%
0
0.0%
LARGEST VALUES
-1.0
328
0.4%
52
0.7%
-1.5
321
0.4%
28
0.4%
-1.75
1
<0.1%
0
0.0%
-2.0
718
0.9%
50
0.7%
-2.2857142857142856
1
<0.1%
0
0.0%
-2.5
1,086
1.4%
88
1.2%
-2.571428571428572
1
<0.1%
0
0.0%
-2.6666666666666665
3
<0.1%
0
0.0%
-3.0
1,468
1.8%
142
1.9%
-3.4545454545454546
1
<0.1%
0
0.0%
-3.5
2,358
3.0%
294
3.9%
-3.9
2
<0.1%
0
0.0%
-4.0
2,903
3.7%
376
5.0%
-4.071428571428571
1
<0.1%
0
0.0%
-4.230769230769231
1
<0.1%
0
0.0%
AMT_BALANCE_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_RECIVABLE_HCredit_CCard
1.00
AMT_TOTAL_RECEIVABLE_HCredit_CCard
1.00
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
1.00
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.98
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.56
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.40
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.29
DAYS_INSTALMENT_mean_HCredit_installments
0.23
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.22
AMT_CREDIT_HCredit_PApp
0.18
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.13
AMT_APPLICATION_HCredit_PApp
0.13
MONTHS_BALANCE_HCredit_CCard
0.12
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.09
FLAG_DOCUMENT_3
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
FLAG_DOCUMENT_6
0.04
NAME_FAMILY_STATUS
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_18
0.02
FLAG_DOCUMENT_8
0.02
NAME_HOUSING_TYPE
0.02
MOST FREQUENT VALUES
0.0
25,795
32.5%
1,510
20.0%
46570.5
15
<0.1%
1
<0.1%
523.5
7
<0.1%
0
0.0%
314.1
4
<0.1%
0
0.0%
4.6875
4
<0.1%
0
0.0%
1570.5
4
<0.1%
0
0.0%
18.0
3
<0.1%
0
0.0%
11250.0
3
<0.1%
0
0.0%
30.0
3
<0.1%
0
0.0%
93141.0
3
<0.1%
0
0.0%
900.0
3
<0.1%
0
0.0%
224.3571428571429
3
<0.1%
0
0.0%
6428.571428571428
3
<0.1%
0
0.0%
30110.85
2
<0.1%
0
0.0%
9.375
2
<0.1%
0
0.0%
SMALLEST VALUES
-2930.232558139535
1
<0.1%
0
0.0%
-1331.7823255813953
1
<0.1%
0
0.0%
-1193.055
1
<0.1%
0
0.0%
-693.3375
1
<0.1%
0
0.0%
-518.0232558139535
1
<0.1%
0
0.0%
-395.0
1
<0.1%
0
0.0%
-332.31825
1
<0.1%
0
0.0%
-253.6875
1
<0.1%
0
0.0%
-243.0
1
<0.1%
0
0.0%
-212.18823529411765
1
<0.1%
0
0.0%
-100.76936170212764
1
<0.1%
0
0.0%
-45.68785714285714
1
<0.1%
0
0.0%
-43.471698113207545
1
<0.1%
0
0.0%
-37.99431818181818
1
<0.1%
0
0.0%
-30.45078947368417
1
<0.1%
0
0.0%
LARGEST VALUES
928686.3235714288
1
<0.1%
0
0.0%
908610.06
1
<0.1%
0
0.0%
888368.2631999999
1
<0.1%
0
0.0%
881913.99
1
<0.1%
0
0.0%
881199.7275
1
<0.1%
0
0.0%
876851.7957692308
1
<0.1%
0
0.0%
873765.5185714286
1
<0.1%
0
0.0%
873764.505
1
<0.1%
0
0.0%
864912.1
1
<0.1%
0
0.0%
852915.1144736842
1
<0.1%
0
0.0%
842160.2686363637
1
<0.1%
0
0.0%
840741.67125
1
<0.1%
0
0.0%
839943.855
1
<0.1%
0
0.0%
837399.51
1
<0.1%
0
0.0%
835553.1021428572
1
<0.1%
0
0.0%
AMT_DRAWINGS_CURRENT_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.89
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.56
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.56
AMT_BALANCE_HCredit_CCard
0.56
AMT_RECIVABLE_HCredit_CCard
0.56
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.56
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.50
DAYS_INSTALMENT_mean_HCredit_installments
0.30
MONTHS_BALANCE_HCredit_CCard
0.26
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.25
AMT_INSTALMENT_mean_HCredit_installments
0.24
DAYS_DECISION_HCredit_PApp
0.17
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.17
AMT_CREDIT_HCredit_PApp
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.05
FLAG_DOCUMENT_3
0.04
REGION_RATING_CLIENT
0.03
REGION_RATING_CLIENT_W_CITY
0.03
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.03
NAME_EDUCATION_TYPE
0.03
NAME_FAMILY_STATUS
0.03
FLAG_OWN_REALTY
0.02
NAME_TYPE_SUITE
0.02
MOST FREQUENT VALUES
0.0
25,774
32.5%
1,495
19.8%
22500.0
128
0.2%
13
0.2%
11250.0
119
0.1%
8
0.1%
45000.0
95
0.1%
11
0.1%
15000.0
92
0.1%
13
0.2%
1406.25
86
0.1%
5
<0.1%
9000.0
85
0.1%
7
<0.1%
2250.0
81
0.1%
3
<0.1%
4500.0
75
<0.1%
10
0.1%
937.5
73
<0.1%
6
<0.1%
703.125
73
<0.1%
3
<0.1%
7500.0
66
<0.1%
14
0.2%
18000.0
63
<0.1%
6
<0.1%
6428.571428571428
60
<0.1%
12
0.2%
1875.0
56
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
25,774
32.5%
1,495
19.8%
0.00375
1
<0.1%
0
0.0%
0.105
1
<0.1%
0
0.0%
0.225
1
<0.1%
0
0.0%
0.3082191780821918
1
<0.1%
0
0.0%
0.8478947368421053
1
<0.1%
0
0.0%
0.85265625
1
<0.1%
0
0.0%
0.8550000000000001
1
<0.1%
0
0.0%
0.9375
1
<0.1%
0
0.0%
0.95
1
<0.1%
0
0.0%
0.988714285714286
1
<0.1%
0
0.0%
1.006875
1
<0.1%
0
0.0%
1.1531818181818183
1
<0.1%
0
0.0%
1.213105263157895
1
<0.1%
0
0.0%
1.2154736842105265
1
<0.1%
0
0.0%
LARGEST VALUES
1125000.0
1
<0.1%
0
0.0%
923464.95975
1
<0.1%
0
0.0%
802456.9739999999
1
<0.1%
0
0.0%
749254.914
1
<0.1%
0
0.0%
720177.435
1
<0.1%
0
0.0%
720000.0
1
<0.1%
0
0.0%
675000.0
1
<0.1%
0
0.0%
616255.6435714286
1
<0.1%
0
0.0%
603679.899375
1
<0.1%
0
0.0%
525705.7997368422
1
<0.1%
0
0.0%
513000.0
1
<0.1%
0
0.0%
491814.4188461539
1
<0.1%
0
0.0%
491632.7207142857
1
<0.1%
0
0.0%
477652.05
1
<0.1%
0
0.0%
452250.0
1
<0.1%
0
0.0%
AMT_INST_MIN_REGULARITY_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_RECIVABLE_HCredit_CCard
0.98
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.98
AMT_BALANCE_HCredit_CCard
0.98
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.98
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.50
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.41
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.26
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.26
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.23
AMT_CREDIT_HCredit_PApp
0.20
DAYS_INSTALMENT_mean_HCredit_installments
0.18
AMT_APPLICATION_HCredit_PApp
0.14
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.14
AMT_INCOME_TOTAL
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.09
FLAG_DOCUMENT_3
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.05
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_6
0.04
NAME_FAMILY_STATUS
0.03
NAME_TYPE_SUITE
0.02
NAME_HOUSING_TYPE
0.02
FLAG_DOCUMENT_18
0.02
FLAG_DOCUMENT_8
0.02
MOST FREQUENT VALUES
0.0
26,057
32.8%
1,569
20.8%
9000.0
89
0.1%
6
<0.1%
6750.0
76
<0.1%
3
<0.1%
4500.0
71
<0.1%
8
0.1%
3375.0
62
<0.1%
4
<0.1%
1125.0
62
<0.1%
9
0.1%
1500.0
61
<0.1%
13
0.2%
750.0
58
<0.1%
6
<0.1%
5625.0
50
<0.1%
6
<0.1%
450.0
44
<0.1%
8
0.1%
1687.5
43
<0.1%
2
<0.1%
321.42857142857144
42
<0.1%
2
<0.1%
1607.142857142857
41
<0.1%
11
0.1%
562.5
41
<0.1%
3
<0.1%
1350.0
34
<0.1%
6
<0.1%
SMALLEST VALUES
0.0
26,057
32.8%
1,569
20.8%
0.0099473684210526
1
<0.1%
0
0.0%
0.0113684210526315
1
<0.1%
0
0.0%
0.0127894736842105
1
<0.1%
0
0.0%
0.013125
1
<0.1%
0
0.0%
0.0217894736842105
1
<0.1%
0
0.0%
0.02296875
1
<0.1%
0
0.0%
0.0279473684210526
1
<0.1%
0
0.0%
0.0378947368421052
1
<0.1%
0
0.0%
0.04171875
1
<0.1%
0
0.0%
0.0554210526315789
1
<0.1%
0
0.0%
0.08390625
1
<0.1%
0
0.0%
0.0866842105263157
1
<0.1%
0
0.0%
0.1396875
1
<0.1%
0
0.0%
0.1490625
1
<0.1%
0
0.0%
LARGEST VALUES
43014.12642857143
1
<0.1%
0
0.0%
42161.864400000006
1
<0.1%
0
0.0%
41701.095
1
<0.1%
0
0.0%
41611.029
1
<0.1%
0
0.0%
41031.41
1
<0.1%
0
0.0%
40912.53
1
<0.1%
0
0.0%
40867.71166666667
1
<0.1%
0
0.0%
40804.46142857143
1
<0.1%
0
0.0%
40452.71785714286
1
<0.1%
0
0.0%
40165.53
1
<0.1%
0
0.0%
39775.26857142857
1
<0.1%
0
0.0%
39453.91342105263
1
<0.1%
0
0.0%
39270.09
1
<0.1%
0
0.0%
39269.64527027027
1
<0.1%
0
0.0%
39043.65
1
<0.1%
0
0.0%
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.89
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.46
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.41
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.40
AMT_BALANCE_HCredit_CCard
0.40
AMT_RECIVABLE_HCredit_CCard
0.40
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.40
AMT_INSTALMENT_mean_HCredit_installments
0.28
DAYS_INSTALMENT_mean_HCredit_installments
0.20
AMT_CREDIT_HCredit_PApp
0.16
MONTHS_BALANCE_HCredit_CCard
0.14
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.14
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.14
AMT_APPLICATION_HCredit_PApp
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.06
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.05
OCCUPATION_TYPE
0.05
FLAG_EMP_PHONE
0.04
REGION_RATING_CLIENT_W_CITY
0.04
REGION_RATING_CLIENT
0.04
FLAG_DOCUMENT_8
0.03
FLAG_DOCUMENT_3
0.03
NAME_EDUCATION_TYPE
0.03
FLAG_DOCUMENT_6
0.03
NAME_FAMILY_STATUS
0.03
FLAG_OWN_REALTY
0.02
REG_REGION_NOT_WORK_REGION
0.02
MOST FREQUENT VALUES
0.0
24,750
31.2%
1,468
19.5%
11250.0
47
<0.1%
3
<0.1%
9000.0
38
<0.1%
2
<0.1%
6750.0
34
<0.1%
2
<0.1%
22500.0
32
<0.1%
3
<0.1%
4500.0
30
<0.1%
7
<0.1%
13500.0
29
<0.1%
4
<0.1%
2250.0
28
<0.1%
6
<0.1%
45000.0
26
<0.1%
2
<0.1%
5625.0
26
<0.1%
4
<0.1%
7500.0
19
<0.1%
1
<0.1%
28125.0
17
<0.1%
0
0.0%
15000.0
15
<0.1%
2
<0.1%
33750.0
15
<0.1%
1
<0.1%
4050.0
15
<0.1%
2
<0.1%
SMALLEST VALUES
0.0
24,750
31.2%
1,468
19.5%
0.00515625
1
<0.1%
0
0.0%
0.0253125
1
<0.1%
0
0.0%
0.0378947368421052
1
<0.1%
0
0.0%
0.046875
1
<0.1%
0
0.0%
0.0577894736842105
1
<0.1%
0
0.0%
0.08203125
1
<0.1%
0
0.0%
0.0956842105263157
1
<0.1%
0
0.0%
0.1396875
1
<0.1%
0
0.0%
0.2156249999999999
1
<0.1%
0
0.0%
0.234375
1
<0.1%
0
0.0%
0.2535211267605634
1
<0.1%
0
0.0%
0.3178125
1
<0.1%
0
0.0%
0.4599999999999999
1
<0.1%
0
0.0%
0.46875
2
<0.1%
0
0.0%
LARGEST VALUES
1125000.0
1
<0.1%
0
0.0%
960505.86825
1
<0.1%
0
0.0%
776176.884
1
<0.1%
0
0.0%
766413.837
1
<0.1%
0
0.0%
720272.565
1
<0.1%
0
0.0%
675000.0
1
<0.1%
0
0.0%
640827.9405
1
<0.1%
0
0.0%
590671.9671428571
1
<0.1%
0
0.0%
581453.3925
1
<0.1%
0
0.0%
533328.6315789474
1
<0.1%
0
0.0%
513000.0
1
<0.1%
0
0.0%
465189.5571428571
1
<0.1%
0
0.0%
452250.0
1
<0.1%
0
0.0%
450000.0
2
<0.1%
1
<0.1%
419318.718
1
<0.1%
0
0.0%
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_RECIVABLE_HCredit_CCard
1.00
AMT_TOTAL_RECEIVABLE_HCredit_CCard
1.00
AMT_BALANCE_HCredit_CCard
1.00
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.98
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.56
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.40
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.29
DAYS_INSTALMENT_mean_HCredit_installments
0.23
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.22
AMT_CREDIT_HCredit_PApp
0.18
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.13
AMT_APPLICATION_HCredit_PApp
0.13
MONTHS_BALANCE_HCredit_CCard
0.12
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.09
FLAG_DOCUMENT_3
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
FLAG_DOCUMENT_6
0.04
NAME_FAMILY_STATUS
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_18
0.02
FLAG_DOCUMENT_8
0.02
NAME_HOUSING_TYPE
0.02
MOST FREQUENT VALUES
0.0
26,421
33.3%
1,570
20.8%
45000.0
25
<0.1%
3
<0.1%
11250.0
17
<0.1%
0
0.0%
4500.0
15
<0.1%
4
<0.1%
90000.0
11
<0.1%
2
<0.1%
6428.571428571428
10
<0.1%
1
<0.1%
1500.0
10
<0.1%
4
<0.1%
4090.909090909091
8
<0.1%
0
0.0%
5000.0
8
<0.1%
1
<0.1%
900.0
8
<0.1%
0
0.0%
22500.0
7
<0.1%
2
<0.1%
15000.0
7
<0.1%
0
0.0%
7500.0
7
<0.1%
1
<0.1%
3375.0
6
<0.1%
1
<0.1%
2368.4210526315787
6
<0.1%
0
0.0%
SMALLEST VALUES
-2930.232558139535
1
<0.1%
0
0.0%
-1331.7823255813953
1
<0.1%
0
0.0%
-1193.055
1
<0.1%
0
0.0%
-693.3375
1
<0.1%
0
0.0%
-674.1876315789474
1
<0.1%
0
0.0%
-518.0232558139535
1
<0.1%
0
0.0%
-395.0
1
<0.1%
0
0.0%
-332.31825
1
<0.1%
0
0.0%
-253.6875
1
<0.1%
0
0.0%
-243.0
1
<0.1%
0
0.0%
-212.18823529411765
1
<0.1%
0
0.0%
-130.40425531914894
1
<0.1%
0
0.0%
-118.51322033898305
1
<0.1%
0
0.0%
-45.68785714285714
1
<0.1%
0
0.0%
-43.471698113207545
1
<0.1%
0
0.0%
LARGEST VALUES
884547.8807142858
1
<0.1%
0
0.0%
874590.82
1
<0.1%
0
0.0%
862239.903
1
<0.1%
0
0.0%
861964.50375
1
<0.1%
0
0.0%
860783.7006
1
<0.1%
0
0.0%
841182.3578571429
1
<0.1%
0
0.0%
840629.8107692307
1
<0.1%
0
0.0%
836617.8395454545
1
<0.1%
0
0.0%
833481.4383333334
1
<0.1%
0
0.0%
820755.0385714285
1
<0.1%
0
0.0%
819690.7381578948
1
<0.1%
0
0.0%
815490.1928571428
1
<0.1%
0
0.0%
811041.0095454546
1
<0.1%
0
0.0%
810921.6818181818
1
<0.1%
0
0.0%
810777.8986363636
1
<0.1%
0
0.0%
AMT_RECIVABLE_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_TOTAL_RECEIVABLE_HCredit_CCard
1.00
AMT_BALANCE_HCredit_CCard
1.00
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
1.00
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.98
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.56
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.40
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.29
DAYS_INSTALMENT_mean_HCredit_installments
0.23
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.22
AMT_CREDIT_HCredit_PApp
0.18
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.14
AMT_APPLICATION_HCredit_PApp
0.13
MONTHS_BALANCE_HCredit_CCard
0.12
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.09
FLAG_DOCUMENT_3
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
FLAG_DOCUMENT_6
0.04
NAME_FAMILY_STATUS
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_18
0.02
FLAG_DOCUMENT_8
0.02
NAME_HOUSING_TYPE
0.02
MOST FREQUENT VALUES
0.0
25,611
32.3%
1,520
20.2%
0.9642857142857144
30
<0.1%
1
<0.1%
0.9246575342465754
20
<0.1%
1
<0.1%
45000.0
20
<0.1%
2
<0.1%
0.8653846153846154
14
<0.1%
1
<0.1%
0.9121621621621622
9
<0.1%
1
<0.1%
0.8766233766233766
9
<0.1%
1
<0.1%
0.9375
9
<0.1%
0
0.0%
0.9782608695652174
9
<0.1%
1
<0.1%
0.9507042253521126
8
<0.1%
1
<0.1%
11250.0
7
<0.1%
0
0.0%
0.9
7
<0.1%
0
0.0%
90000.0
6
<0.1%
1
<0.1%
900.0
5
<0.1%
0
0.0%
6428.571428571428
5
<0.1%
0
0.0%
SMALLEST VALUES
-2930.232558139535
1
<0.1%
0
0.0%
-1836.6089361702127
1
<0.1%
0
0.0%
-1569.800842105263
1
<0.1%
0
0.0%
-1331.7823255813953
1
<0.1%
0
0.0%
-1250.447625
1
<0.1%
0
0.0%
-1193.055
1
<0.1%
0
0.0%
-960.8108108108108
1
<0.1%
0
0.0%
-898.9125
1
<0.1%
0
0.0%
-874.3762499999999
1
<0.1%
0
0.0%
-852.4230319148936
1
<0.1%
0
0.0%
-783.80625
1
<0.1%
0
0.0%
-712.6045312499999
1
<0.1%
0
0.0%
-684.45
1
<0.1%
0
0.0%
-675.00375
1
<0.1%
0
0.0%
-671.7848684210527
1
<0.1%
0
0.0%
LARGEST VALUES
913096.6392857142
1
<0.1%
0
0.0%
902288.225
1
<0.1%
0
0.0%
886660.4646
1
<0.1%
0
0.0%
882763.161
1
<0.1%
0
0.0%
882508.90875
1
<0.1%
0
0.0%
870891.0576923077
1
<0.1%
0
0.0%
870690.0900000001
1
<0.1%
0
0.0%
869175.7936363637
1
<0.1%
0
0.0%
863018.4333333333
1
<0.1%
0
0.0%
847579.6302631579
1
<0.1%
0
0.0%
837326.0392105263
1
<0.1%
0
0.0%
835957.5814285715
1
<0.1%
0
0.0%
835133.0727272728
1
<0.1%
0
0.0%
833568.5495454546
1
<0.1%
0
0.0%
833467.0425
1
<0.1%
0
0.0%
AMT_TOTAL_RECEIVABLE_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_RECIVABLE_HCredit_CCard
1.00
AMT_BALANCE_HCredit_CCard
1.00
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
1.00
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.98
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.56
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.40
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.29
DAYS_INSTALMENT_mean_HCredit_installments
0.23
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.22
AMT_CREDIT_HCredit_PApp
0.18
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.14
AMT_APPLICATION_HCredit_PApp
0.13
MONTHS_BALANCE_HCredit_CCard
0.12
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.09
FLAG_DOCUMENT_3
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
FLAG_DOCUMENT_6
0.04
NAME_FAMILY_STATUS
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_18
0.02
FLAG_DOCUMENT_8
0.02
NAME_HOUSING_TYPE
0.02
MOST FREQUENT VALUES
0.0
25,611
32.3%
1,520
20.2%
0.9642857142857144
30
<0.1%
1
<0.1%
0.9246575342465754
20
<0.1%
1
<0.1%
45000.0
20
<0.1%
2
<0.1%
0.8653846153846154
14
<0.1%
1
<0.1%
0.9121621621621622
9
<0.1%
1
<0.1%
0.8766233766233766
9
<0.1%
1
<0.1%
0.9375
9
<0.1%
0
0.0%
0.9782608695652174
9
<0.1%
1
<0.1%
0.9507042253521126
8
<0.1%
1
<0.1%
11250.0
7
<0.1%
0
0.0%
0.9
7
<0.1%
0
0.0%
90000.0
6
<0.1%
1
<0.1%
900.0
5
<0.1%
0
0.0%
6428.571428571428
5
<0.1%
0
0.0%
SMALLEST VALUES
-2930.232558139535
1
<0.1%
0
0.0%
-1836.6089361702127
1
<0.1%
0
0.0%
-1569.800842105263
1
<0.1%
0
0.0%
-1331.7823255813953
1
<0.1%
0
0.0%
-1250.447625
1
<0.1%
0
0.0%
-1193.055
1
<0.1%
0
0.0%
-926.7567567567568
1
<0.1%
0
0.0%
-898.9125
1
<0.1%
0
0.0%
-874.3762499999999
1
<0.1%
0
0.0%
-852.4230319148936
1
<0.1%
0
0.0%
-783.80625
1
<0.1%
0
0.0%
-712.6045312499999
1
<0.1%
0
0.0%
-684.45
1
<0.1%
0
0.0%
-675.00375
1
<0.1%
0
0.0%
-671.7848684210527
1
<0.1%
0
0.0%
LARGEST VALUES
913096.6392857142
1
<0.1%
0
0.0%
902288.225
1
<0.1%
0
0.0%
886660.4646
1
<0.1%
0
0.0%
882763.161
1
<0.1%
0
0.0%
882508.90875
1
<0.1%
0
0.0%
870891.0576923077
1
<0.1%
0
0.0%
870690.0900000001
1
<0.1%
0
0.0%
869175.7936363637
1
<0.1%
0
0.0%
863018.4333333333
1
<0.1%
0
0.0%
847579.6302631579
1
<0.1%
0
0.0%
837326.0392105263
1
<0.1%
0
0.0%
835957.5814285715
1
<0.1%
0
0.0%
835133.0727272728
1
<0.1%
0
0.0%
833568.5495454546
1
<0.1%
0
0.0%
833467.0425
1
<0.1%
0
0.0%
CNT_DRAWINGS_CURRENT_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.56
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.46
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.29
AMT_BALANCE_HCredit_CCard
0.29
DAYS_INSTALMENT_mean_HCredit_installments
0.29
AMT_RECIVABLE_HCredit_CCard
0.29
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.29
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.26
MONTHS_BALANCE_HCredit_CCard
0.25
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.24
DAYS_DECISION_HCredit_PApp
0.19
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.16
DAYS_BIRTH
0.14
MONTHS_BALANCE_pos_cash
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.06
NAME_CONTRACT_TYPE
0.06
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
FLAG_DOCUMENT_3
0.04
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_6
0.03
NAME_FAMILY_STATUS
0.02
REG_CITY_NOT_LIVE_CITY
0.02
NAME_TYPE_SUITE
0.02
REGION_RATING_CLIENT_W_CITY
0.02
REGION_RATING_CLIENT
0.02
NAME_EDUCATION_TYPE
0.02
CODE_GENDER
0.02
MOST FREQUENT VALUES
0.0
26,214
33.0%
1,519
20.2%
1.0
746
0.9%
113
1.5%
0.5
535
0.7%
52
0.7%
2.0
415
0.5%
64
0.8%
0.3333333333333333
396
0.5%
44
0.6%
0.25
362
0.5%
28
0.4%
0.125
294
0.4%
15
0.2%
0.0833333333333333
284
0.4%
20
0.3%
0.1666666666666666
284
0.4%
26
0.3%
1.5
278
0.4%
43
0.6%
0.2
272
0.3%
20
0.3%
3.0
268
0.3%
52
0.7%
0.03125
262
0.3%
13
0.2%
0.6666666666666666
260
0.3%
36
0.5%
0.0208333333333333
248
0.3%
9
0.1%
SMALLEST VALUES
0.0
26,214
33.0%
1,519
20.2%
0.0089285714285714
1
<0.1%
0
0.0%
0.0094339622641509
1
<0.1%
0
0.0%
0.0096153846153846
1
<0.1%
0
0.0%
0.0099009900990099
2
<0.1%
0
0.0%
0.0104166666666666
218
0.3%
6
<0.1%
0.0105263157894736
87
0.1%
5
<0.1%
0.0106382978723404
32
<0.1%
4
<0.1%
0.010752688172043
27
<0.1%
5
<0.1%
0.0108695652173913
23
<0.1%
0
0.0%
0.0109890109890109
11
<0.1%
1
<0.1%
0.0111111111111111
19
<0.1%
1
<0.1%
0.0112359550561797
23
<0.1%
0
0.0%
0.0113636363636363
23
<0.1%
1
<0.1%
0.0114942528735632
23
<0.1%
2
<0.1%
LARGEST VALUES
118.25
1
<0.1%
0
0.0%
95.25
1
<0.1%
0
0.0%
78.85714285714286
1
<0.1%
0
0.0%
75.75
1
<0.1%
0
0.0%
73.64285714285714
1
<0.1%
0
0.0%
73.4375
1
<0.1%
0
0.0%
67.8
1
<0.1%
0
0.0%
63.34782608695652
1
<0.1%
0
0.0%
62.15384615384615
1
<0.1%
0
0.0%
61.92857142857143
1
<0.1%
0
0.0%
61.1875
1
<0.1%
0
0.0%
60.47368421052632
1
<0.1%
0
0.0%
56.75
1
<0.1%
0
0.0%
55.35714285714285
1
<0.1%
0
0.0%
55.0
1
<0.1%
0
0.0%
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
0.85
MONTHS_BALANCE_HCredit_CCard
-0.77
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.77
DAYS_INSTALMENT_mean_HCredit_installments
-0.47
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.44
DAYS_DECISION_HCredit_PApp
-0.43
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
-0.29
MONTHS_BALANCE_pos_cash
-0.29
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.23
AMT_INSTALMENT_mean_HCredit_installments
-0.22
NAME_CONTRACT_STATUS_Completed_count_HCredit_CCard
0.21
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
-0.21
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
-0.19
DAYS_BIRTH
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.09
FLAG_DOCUMENT_3
0.07
NAME_HOUSING_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
NAME_EDUCATION_TYPE
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.03
REG_CITY_NOT_LIVE_CITY
0.03
FLAG_DOCUMENT_18
0.02
OCCUPATION_TYPE
0.02
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_16
0.02
FLAG_PHONE
0.02
MOST FREQUENT VALUES
0.0
25,836
32.6%
1,554
20.6%
2.142857142857143
889
1.1%
197
2.6%
2.625
828
1.0%
152
2.0%
3.0
784
1.0%
156
2.1%
1.6666666666666667
700
0.9%
146
1.9%
3.111111111111111
684
0.9%
150
2.0%
2.5
649
0.8%
140
1.9%
3.5
591
0.7%
115
1.5%
3.6
533
0.7%
117
1.6%
4.0
516
0.7%
97
1.3%
4.090909090909091
508
0.6%
99
1.3%
4.5
443
0.6%
61
0.8%
4.583333333333333
414
0.5%
60
0.8%
5.0
398
0.5%
85
1.1%
1.0
394
0.5%
41
0.5%
SMALLEST VALUES
0.0
25,836
32.6%
1,554
20.6%
0.0384615384615384
1
<0.1%
0
0.0%
0.0454545454545454
1
<0.1%
0
0.0%
0.0476190476190476
4
<0.1%
1
<0.1%
0.05
1
<0.1%
0
0.0%
0.0526315789473684
1
<0.1%
0
0.0%
0.0555555555555555
1
<0.1%
0
0.0%
0.0625
3
<0.1%
0
0.0%
0.0666666666666666
1
<0.1%
0
0.0%
0.0714285714285714
4
<0.1%
0
0.0%
0.0833333333333333
2
<0.1%
0
0.0%
0.0869565217391304
1
<0.1%
0
0.0%
0.0909090909090909
4
<0.1%
1
<0.1%
0.1
10
<0.1%
0
0.0%
0.1111111111111111
3
<0.1%
0
0.0%
LARGEST VALUES
73.0625
1
<0.1%
0
0.0%
72.08333333333333
1
<0.1%
0
0.0%
70.5
1
<0.1%
0
0.0%
69.11458333333333
1
<0.1%
0
0.0%
68.84375
1
<0.1%
0
0.0%
68.5
1
<0.1%
0
0.0%
67.5
2
<0.1%
0
0.0%
67.36458333333333
1
<0.1%
0
0.0%
67.34375
1
<0.1%
0
0.0%
67.08333333333333
1
<0.1%
0
0.0%
65.88541666666667
1
<0.1%
0
0.0%
65.5
1
<0.1%
0
0.0%
65.19791666666667
1
<0.1%
0
0.0%
64.5
2
<0.1%
0
0.0%
64.41666666666667
1
<0.1%
0
0.0%
SK_DPD_DEF_HCredit_CCard
MISSING:
203,315
(72%)
17,291
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SK_DPD_DEF_pos_cash
0.34
NAME_CONTRACT_STATUS_Other_count_pos_cash
0.26
SK_DPD_pos_cash
0.07
MONTHS_BALANCE_HCredit_CCard
-0.02
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.01
AMT_RECIVABLE_HCredit_CCard
0.01
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
-0.01
AMT_BALANCE_HCredit_CCard
0.01
PRODUCT_COMBINATION_Other_count_HCredit_PApp
-0.01
CODE_REJECT_REASON_XAP_count_HCredit_PApp
-0.01
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.01
DAYS_ID_PUBLISH
0.01
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
-0.01
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_TYPE_SUITE
0.02
OCCUPATION_TYPE
0.01
ORGANIZATION_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
REG_CITY_NOT_WORK_CITY
0.01
NAME_INCOME_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
NAME_HOUSING_TYPE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_3
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_PHONE
0.00
FLAG_EMP_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
MOST FREQUENT VALUES
0.0
65,679
82.7%
6,384
84.7%
0.0104166666666666
872
1.1%
51
0.7%
0.0208333333333333
520
0.7%
35
0.5%
0.0105263157894736
371
0.5%
25
0.3%
0.03125
370
0.5%
26
0.3%
0.0416666666666666
289
0.4%
21
0.3%
0.0520833333333333
207
0.3%
11
0.1%
0.0210526315789473
191
0.2%
17
0.2%
0.0106382978723404
184
0.2%
7
<0.1%
0.0625
162
0.2%
3
<0.1%
0.031578947368421
145
0.2%
12
0.2%
0.010752688172043
126
0.2%
9
0.1%
0.0833333333333333
118
0.1%
11
0.1%
0.0212765957446808
110
0.1%
9
0.1%
0.0421052631578947
107
0.1%
5
<0.1%
SMALLEST VALUES
0.0
65,679
82.7%
6,384
84.7%
0.0084033613445378
1
<0.1%
0
0.0%
0.0085470085470085
1
<0.1%
0
0.0%
0.0087719298245614
3
<0.1%
0
0.0%
0.0088495575221238
2
<0.1%
1
<0.1%
0.009090909090909
2
<0.1%
0
0.0%
0.0091743119266055
2
<0.1%
0
0.0%
0.0092592592592592
1
<0.1%
0
0.0%
0.0094339622641509
2
<0.1%
0
0.0%
0.0095238095238095
5
<0.1%
0
0.0%
0.0096153846153846
1
<0.1%
1
<0.1%
0.0098039215686274
3
<0.1%
0
0.0%
0.0099009900990099
2
<0.1%
0
0.0%
0.01
2
<0.1%
0
0.0%
0.0101010101010101
3
<0.1%
0
0.0%
LARGEST VALUES
1307.6966292134832
1
<0.1%
0
0.0%
1277.1954022988505
1
<0.1%
0
0.0%
961.2558139534884
1
<0.1%
0
0.0%
952.809523809524
1
<0.1%
0
0.0%
877.421052631579
1
<0.1%
0
0.0%
373.7708333333333
1
<0.1%
0
0.0%
347.3863636363636
1
<0.1%
0
0.0%
63.85714285714285
1
<0.1%
0
0.0%
55.010989010989015
1
<0.1%
0
0.0%
52.694736842105264
1
<0.1%
0
0.0%
50.473118279569896
1
<0.1%
0
0.0%
22.58823529411765
1
<0.1%
0
0.0%
12.627659574468083
1
<0.1%
0
0.0%
11.90625
1
<0.1%
0
0.0%
11.615384615384617
1
<0.1%
0
0.0%
AMT_INSTALMENT_mean_HCredit_installments
MISSING:
14,919
(5%)
949
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_APPLICATION_HCredit_PApp
0.49
AMT_CREDIT_HCredit_PApp
0.49
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
0.28
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.24
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.22
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.21
MONTHS_BALANCE_HCredit_CCard
0.21
AMT_INCOME_TOTAL
0.19
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.18
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.18
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.18
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.18
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.17
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.09
REGION_RATING_CLIENT_W_CITY
0.08
REGION_RATING_CLIENT
0.07
NAME_EDUCATION_TYPE
0.06
NAME_FAMILY_STATUS
0.06
NAME_INCOME_TYPE
0.06
FLAG_OWN_CAR
0.04
FLAG_OWN_REALTY
0.04
ORGANIZATION_TYPE
0.04
FLAG_DOCUMENT_8
0.04
NAME_HOUSING_TYPE
0.03
FLAG_WORK_PHONE
0.03
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_11
0.02
MOST FREQUENT VALUES
12074.31
16
<0.1%
2
<0.1%
17077.965
16
<0.1%
1
<0.1%
20123.865
14
<0.1%
0
0.0%
17001.0
14
<0.1%
1
<0.1%
9425.835
14
<0.1%
2
<0.1%
2250.0
13
<0.1%
1
<0.1%
8417.025
13
<0.1%
0
0.0%
15944.58
12
<0.1%
2
<0.1%
21236.88
11
<0.1%
1
<0.1%
10180.215
10
<0.1%
1
<0.1%
19607.64375
10
<0.1%
0
0.0%
8607.24
10
<0.1%
2
<0.1%
32852.295
9
<0.1%
1
<0.1%
8418.96
9
<0.1%
0
0.0%
16346.25
9
<0.1%
0
0.0%
SMALLEST VALUES
0.0
3
<0.1%
0
0.0%
0.189
1
<0.1%
0
0.0%
0.765
1
<0.1%
0
0.0%
2.075294117647059
1
<0.1%
0
0.0%
4.275
1
<0.1%
0
0.0%
10.17
1
<0.1%
0
0.0%
15.9
1
<0.1%
0
0.0%
21.98041237113402
1
<0.1%
0
0.0%
28.8
1
<0.1%
0
0.0%
37.587272727272726
1
<0.1%
0
0.0%
41.59363636363636
1
<0.1%
0
0.0%
46.125
1
<0.1%
0
0.0%
58.905
1
<0.1%
0
0.0%
76.70029411764706
1
<0.1%
0
0.0%
83.025
1
<0.1%
0
0.0%
LARGEST VALUES
2504589.66
1
<0.1%
0
0.0%
2291330.835
1
<0.1%
0
0.0%
1328695.515
1
<0.1%
0
0.0%
1297518.84
1
<0.1%
0
0.0%
1278427.23
1
<0.1%
0
0.0%
1263760.29
1
<0.1%
0
0.0%
1243303.2
1
<0.1%
0
0.0%
1202585.49
1
<0.1%
0
0.0%
1165793.985
1
<0.1%
0
0.0%
1162511.1
1
<0.1%
0
0.0%
1055637.765
1
<0.1%
0
0.0%
980735.85
1
<0.1%
0
0.0%
850678.875
1
<0.1%
0
0.0%
838198.67625
1
<0.1%
0
0.0%
823463.55
1
<0.1%
0
0.0%
DAYS_INSTALMENT_mean_HCredit_installments
MISSING:
14,919
(5%)
949
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MONTHS_BALANCE_pos_cash
0.92
DAYS_DECISION_HCredit_PApp
0.81
MONTHS_BALANCE_HCredit_CCard
0.69
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.67
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.47
AMT_DRAWINGS_CURRENT_HCredit_CCard
0.30
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.29
NAME_CONTRACT_STATUS_Completed_count_HCredit_CCard
-0.27
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
-0.23
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
0.23
AMT_BALANCE_HCredit_CCard
0.23
AMT_RECIVABLE_HCredit_CCard
0.23
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.23
NAME_YIELD_GROUP_high_count_HCredit_PApp
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.13
FLAG_DOCUMENT_3
0.11
ORGANIZATION_TYPE
0.09
FLAG_PHONE
0.07
NAME_EDUCATION_TYPE
0.07
NAME_FAMILY_STATUS
0.06
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.05
FLAG_DOCUMENT_18
0.05
FLAG_DOCUMENT_11
0.05
REG_CITY_NOT_LIVE_CITY
0.05
FLAG_DOCUMENT_16
0.05
OCCUPATION_TYPE
0.05
REG_REGION_NOT_LIVE_REGION
0.04
MOST FREQUENT VALUES
-144.0
152
<0.1%
18
<0.1%
-148.0
146
<0.1%
12
<0.1%
-150.0
144
<0.1%
12
<0.1%
-164.0
142
<0.1%
21
<0.1%
-141.0
139
<0.1%
17
<0.1%
-168.0
139
<0.1%
7
<0.1%
-163.0
139
<0.1%
15
<0.1%
-151.0
138
<0.1%
9
<0.1%
-167.0
137
<0.1%
16
<0.1%
-139.0
136
<0.1%
12
<0.1%
-166.0
136
<0.1%
13
<0.1%
-137.0
135
<0.1%
13
<0.1%
-138.0
134
<0.1%
12
<0.1%
-143.0
133
<0.1%
14
<0.1%
-154.0
133
<0.1%
8
<0.1%
SMALLEST VALUES
-2922.0
4
<0.1%
0
0.0%
-2921.0
3
<0.1%
0
0.0%
-2920.0
6
<0.1%
2
<0.1%
-2919.0
4
<0.1%
0
0.0%
-2918.0
6
<0.1%
0
0.0%
-2917.0
6
<0.1%
0
0.0%
-2916.0
8
<0.1%
0
0.0%
-2915.0
6
<0.1%
1
<0.1%
-2914.0
4
<0.1%
0
0.0%
-2913.0
2
<0.1%
3
<0.1%
-2911.0
3
<0.1%
0
0.0%
-2910.0
2
<0.1%
0
0.0%
-2909.0
4
<0.1%
1
<0.1%
-2908.0
5
<0.1%
1
<0.1%
-2907.0
6
<0.1%
1
<0.1%
LARGEST VALUES
-3.0
5
<0.1%
0
0.0%
-4.0
3
<0.1%
0
0.0%
-5.0
2
<0.1%
1
<0.1%
-6.0
5
<0.1%
1
<0.1%
-7.0
1
<0.1%
0
0.0%
-8.0
4
<0.1%
0
0.0%
-9.0
7
<0.1%
0
0.0%
-10.0
5
<0.1%
0
0.0%
-11.0
4
<0.1%
1
<0.1%
-12.0
7
<0.1%
1
<0.1%
-12.25
1
<0.1%
0
0.0%
-13.0
6
<0.1%
1
<0.1%
-13.5
1
<0.1%
0
0.0%
-14.0
5
<0.1%
0
0.0%
-15.0
4
<0.1%
1
<0.1%
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
MISSING:
14,919
(5%)
949
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
0.85
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.81
MONTHS_BALANCE_HCredit_CCard
-0.80
NUM_INSTALMENT_VERSION_mean_HCredit_installments
-0.40
DAYS_DECISION_HCredit_PApp
-0.22
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.20
DAYS_INSTALMENT_mean_HCredit_installments
-0.20
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.18
MONTHS_BALANCE_pos_cash
-0.17
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.16
AMT_CREDIT_HCredit_PApp
0.16
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.15
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.14
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.11
FLAG_DOCUMENT_3
0.08
NAME_HOUSING_TYPE
0.05
REGION_RATING_CLIENT
0.04
NAME_EDUCATION_TYPE
0.04
REGION_RATING_CLIENT_W_CITY
0.04
FLAG_DOCUMENT_18
0.04
FLAG_DOCUMENT_16
0.04
ORGANIZATION_TYPE
0.04
NAME_FAMILY_STATUS
0.04
REG_CITY_NOT_LIVE_CITY
0.03
FLAG_DOCUMENT_11
0.03
NAME_TYPE_SUITE
0.03
OCCUPATION_TYPE
0.03
MOST FREQUENT VALUES
3.5
11,533
4.3%
1,069
4.5%
5.5
10,518
3.9%
861
3.6%
6.5
7,809
2.9%
731
3.1%
3.0
5,779
2.2%
494
2.1%
2.5
5,280
2.0%
451
1.9%
5.0
5,052
1.9%
467
2.0%
6.0
4,170
1.6%
370
1.5%
4.5
3,840
1.4%
400
1.7%
4.0
3,298
1.2%
345
1.4%
2.0
2,347
0.9%
201
0.8%
4.75
1,370
0.5%
76
0.3%
7.0
1,241
0.5%
137
0.6%
3.1
1,217
0.5%
94
0.4%
9.5
1,188
0.4%
87
0.4%
8.0
1,143
0.4%
116
0.5%
SMALLEST VALUES
1.0
536
0.2%
52
0.2%
1.2
1
<0.1%
0
0.0%
1.25
11
<0.1%
2
<0.1%
1.3333333333333333
119
<0.1%
6
<0.1%
1.375
1
<0.1%
0
0.0%
1.4
12
<0.1%
0
0.0%
1.4285714285714286
2
<0.1%
0
0.0%
1.4545454545454546
1
<0.1%
0
0.0%
1.5
458
0.2%
46
0.2%
1.5555555555555556
5
<0.1%
0
0.0%
1.5714285714285714
4
<0.1%
0
0.0%
1.6
10
<0.1%
1
<0.1%
1.625
2
<0.1%
0
0.0%
1.6666666666666667
32
<0.1%
0
0.0%
1.7
3
<0.1%
0
0.0%
LARGEST VALUES
138.11006289308176
1
<0.1%
0
0.0%
130.54929577464787
1
<0.1%
0
0.0%
120.97175141242938
1
<0.1%
0
0.0%
120.89080459770116
1
<0.1%
0
0.0%
120.67692307692307
1
<0.1%
0
0.0%
120.26818181818182
1
<0.1%
0
0.0%
119.69398907103825
1
<0.1%
0
0.0%
119.65027322404372
1
<0.1%
0
0.0%
119.23684210526316
1
<0.1%
0
0.0%
119.22478386167148
1
<0.1%
0
0.0%
117.77127659574468
1
<0.1%
0
0.0%
117.08474576271186
1
<0.1%
0
0.0%
114.94262295081968
1
<0.1%
0
0.0%
114.82439024390244
1
<0.1%
0
0.0%
114.66483516483515
1
<0.1%
0
0.0%
NUM_INSTALMENT_VERSION_mean_HCredit_installments
MISSING:
14,919
(5%)
949
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.44
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
-0.40
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.36
MONTHS_BALANCE_HCredit_CCard
0.35
AMT_INST_MIN_REGULARITY_HCredit_CCard
-0.26
AMT_TOTAL_RECEIVABLE_HCredit_CCard
-0.22
AMT_RECIVABLE_HCredit_CCard
-0.22
AMT_BALANCE_HCredit_CCard
-0.22
AMT_RECEIVABLE_PRINCIPAL_HCredit_CCard
-0.22
AMT_INSTALMENT_mean_HCredit_installments
0.18
MONTHS_BALANCE_pos_cash
0.14
AMT_PAYMENT_TOTAL_CURRENT_HCredit_CCard
-0.14
DAYS_DECISION_HCredit_PApp
0.13
AMT_DRAWINGS_CURRENT_HCredit_CCard
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_REALTY
0.07
FLAG_DOCUMENT_18
0.06
FLAG_DOCUMENT_16
0.06
ORGANIZATION_TYPE
0.05
NAME_INCOME_TYPE
0.05
FLAG_DOCUMENT_11
0.05
FLAG_EMP_PHONE
0.04
FLAG_DOCUMENT_13
0.04
NAME_TYPE_SUITE
0.04
FLAG_DOCUMENT_14
0.03
OCCUPATION_TYPE
0.03
CODE_GENDER
0.03
NAME_CONTRACT_TYPE
0.03
REGION_RATING_CLIENT
0.03
MOST FREQUENT VALUES
1.0
77,755
29.0%
7,134
29.9%
1.2
4,264
1.6%
328
1.4%
1.1111111111111112
4,116
1.5%
377
1.6%
1.0909090909090908
4,101
1.5%
406
1.7%
1.25
3,867
1.4%
322
1.3%
1.1666666666666667
3,463
1.3%
294
1.2%
1.1
3,230
1.2%
330
1.4%
1.1428571428571428
3,224
1.2%
319
1.3%
1.125
3,068
1.1%
314
1.3%
1.3333333333333333
2,715
1.0%
260
1.1%
0.0
2,439
0.9%
323
1.4%
1.0666666666666669
2,418
0.9%
216
0.9%
1.0588235294117647
2,401
0.9%
195
0.8%
1.0833333333333333
2,356
0.9%
212
0.9%
1.0769230769230769
2,339
0.9%
238
1.0%
SMALLEST VALUES
0.0
2,439
0.9%
323
1.4%
0.0051546391752577
1
<0.1%
0
0.0%
0.0055865921787709
1
<0.1%
1
<0.1%
0.0058479532163742
1
<0.1%
0
0.0%
0.0059171597633136
1
<0.1%
0
0.0%
0.0062111801242236
1
<0.1%
0
0.0%
0.0062893081761006
1
<0.1%
0
0.0%
0.0064935064935064
1
<0.1%
0
0.0%
0.0065359477124183
1
<0.1%
0
0.0%
0.0066666666666666
2
<0.1%
0
0.0%
0.0069930069930069
1
<0.1%
0
0.0%
0.0075187969924812
1
<0.1%
0
0.0%
0.0077519379844961
1
<0.1%
0
0.0%
0.0079365079365079
2
<0.1%
0
0.0%
0.008
1
<0.1%
0
0.0%
LARGEST VALUES
22.11764705882353
1
<0.1%
0
0.0%
21.807692307692307
1
<0.1%
0
0.0%
20.16
1
<0.1%
0
0.0%
18.15873015873016
1
<0.1%
0
0.0%
17.90909090909091
1
<0.1%
0
0.0%
17.5
1
<0.1%
0
0.0%
17.14516129032258
1
<0.1%
0
0.0%
16.91891891891892
1
<0.1%
0
0.0%
16.893617021276597
1
<0.1%
0
0.0%
16.5
1
<0.1%
0
0.0%
16.347826086956523
1
<0.1%
0
0.0%
16.151515151515152
1
<0.1%
0
0.0%
16.0
1
<0.1%
0
0.0%
15.727272727272728
1
<0.1%
0
0.0%
15.557692307692308
1
<0.1%
0
0.0%
NAME_CONTRACT_STATUS_Active_count_pos_cash
MISSING:
16,863
(6%)
1,204
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.65
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.62
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.59
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.57
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.57
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.49
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.48
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.47
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.47
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.46
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.45
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.44
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.44
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
0.10
ORGANIZATION_TYPE
0.09
NAME_FAMILY_STATUS
0.08
NAME_INCOME_TYPE
0.08
FLAG_EMP_PHONE
0.08
OCCUPATION_TYPE
0.07
CODE_GENDER
0.07
FLAG_DOCUMENT_3
0.06
NAME_CONTRACT_TYPE
0.06
FLAG_DOCUMENT_18
0.06
FLAG_DOCUMENT_16
0.06
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_11
0.05
NAME_HOUSING_TYPE
0.05
MOST FREQUENT VALUES
12.0
14,853
5.6%
1,638
6.9%
10.0
12,800
4.8%
1,320
5.6%
6.0
12,469
4.7%
1,359
5.8%
11.0
8,711
3.3%
930
3.9%
9.0
7,605
2.9%
845
3.6%
18.0
7,464
2.8%
723
3.1%
24.0
6,619
2.5%
555
2.3%
16.0
6,531
2.5%
566
2.4%
8.0
6,485
2.4%
797
3.4%
7.0
6,431
2.4%
729
3.1%
17.0
6,175
2.3%
529
2.2%
22.0
5,894
2.2%
450
1.9%
13.0
5,709
2.1%
602
2.5%
4.0
5,674
2.1%
547
2.3%
5.0
5,666
2.1%
501
2.1%
SMALLEST VALUES
0.0
180
<0.1%
23
<0.1%
1.0
709
0.3%
80
0.3%
2.0
792
0.3%
86
0.4%
3.0
2,443
0.9%
217
0.9%
4.0
5,674
2.1%
547
2.3%
5.0
5,666
2.1%
501
2.1%
6.0
12,469
4.7%
1,359
5.8%
7.0
6,431
2.4%
729
3.1%
8.0
6,485
2.4%
797
3.4%
9.0
7,605
2.9%
845
3.6%
10.0
12,800
4.8%
1,320
5.6%
11.0
8,711
3.3%
930
3.9%
12.0
14,853
5.6%
1,638
6.9%
13.0
5,709
2.1%
602
2.5%
14.0
5,637
2.1%
577
2.4%
LARGEST VALUES
271.0
1
<0.1%
0
0.0%
231.0
1
<0.1%
0
0.0%
228.0
1
<0.1%
0
0.0%
226.0
3
<0.1%
0
0.0%
222.0
1
<0.1%
0
0.0%
221.0
1
<0.1%
0
0.0%
217.0
1
<0.1%
1
<0.1%
214.0
1
<0.1%
0
0.0%
212.0
1
<0.1%
0
0.0%
211.0
1
<0.1%
0
0.0%
210.0
1
<0.1%
0
0.0%
208.0
3
<0.1%
0
0.0%
207.0
2
<0.1%
0
0.0%
205.0
2
<0.1%
0
0.0%
202.0
1
<0.1%
0
0.0%
NAME_CONTRACT_STATUS_Completed_count_pos_cash
MISSING:
16,863
(6%)
1,204
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.46
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.39
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.37
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.33
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.31
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.31
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.31
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.31
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.30
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.30
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.29
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.27
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.26
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_3
0.05
NAME_CONTRACT_TYPE
0.04
NAME_EDUCATION_TYPE
0.04
NAME_FAMILY_STATUS
0.04
ORGANIZATION_TYPE
0.03
FLAG_DOCUMENT_18
0.03
FLAG_DOCUMENT_16
0.03
REGION_RATING_CLIENT
0.03
FLAG_DOCUMENT_11
0.03
REGION_RATING_CLIENT_W_CITY
0.03
REG_REGION_NOT_WORK_REGION
0.03
OCCUPATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
FLAG_OWN_REALTY
0.02
MOST FREQUENT VALUES
1.0
95,086
35.8%
9,511
40.3%
2.0
61,830
23.3%
5,180
21.9%
3.0
35,837
13.5%
2,675
11.3%
0.0
29,105
10.9%
3,123
13.2%
4.0
19,897
7.5%
1,424
6.0%
5.0
10,786
4.1%
748
3.2%
6.0
5,785
2.2%
414
1.8%
7.0
3,093
1.2%
230
1.0%
8.0
1,671
0.6%
122
0.5%
9.0
893
0.3%
59
0.2%
10.0
481
0.2%
31
0.1%
11.0
264
<0.1%
15
<0.1%
12.0
159
<0.1%
13
<0.1%
52.0
112
<0.1%
8
<0.1%
51.0
107
<0.1%
13
<0.1%
SMALLEST VALUES
0.0
29,105
10.9%
3,123
13.2%
1.0
95,086
35.8%
9,511
40.3%
2.0
61,830
23.3%
5,180
21.9%
3.0
35,837
13.5%
2,675
11.3%
4.0
19,897
7.5%
1,424
6.0%
5.0
10,786
4.1%
748
3.2%
6.0
5,785
2.2%
414
1.8%
7.0
3,093
1.2%
230
1.0%
8.0
1,671
0.6%
122
0.5%
9.0
893
0.3%
59
0.2%
10.0
481
0.2%
31
0.1%
11.0
264
<0.1%
15
<0.1%
12.0
159
<0.1%
13
<0.1%
13.0
84
<0.1%
4
<0.1%
14.0
56
<0.1%
5
<0.1%
LARGEST VALUES
85.0
1
<0.1%
0
0.0%
81.0
1
<0.1%
0
0.0%
78.0
1
<0.1%
0
0.0%
77.0
1
<0.1%
0
0.0%
65.0
1
<0.1%
0
0.0%
62.0
2
<0.1%
0
0.0%
61.0
7
<0.1%
0
0.0%
60.0
8
<0.1%
1
<0.1%
59.0
9
<0.1%
0
0.0%
58.0
28
<0.1%
1
<0.1%
57.0
35
<0.1%
4
<0.1%
56.0
51
<0.1%
4
<0.1%
55.0
42
<0.1%
5
<0.1%
54.0
55
<0.1%
5
<0.1%
53.0
74
<0.1%
7
<0.1%
NAME_CONTRACT_STATUS_Other_count_pos_cash
MISSING:
16,863
(6%)
1,204
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SK_DPD_DEF_pos_cash
0.59
SK_DPD_DEF_HCredit_CCard
0.26
SK_DPD_pos_cash
0.19
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.02
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.02
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.02
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.01
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.01
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.01
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.01
DAYS_ID_PUBLISH
0.01
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.01
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.01
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.01
NAME_TYPE_SUITE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REGION_RATING_CLIENT
0.01
OCCUPATION_TYPE
0.01
NAME_HOUSING_TYPE
0.00
CODE_GENDER
0.00
FLAG_WORK_PHONE
0.00
REG_REGION_NOT_WORK_REGION
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_6
0.00
WEEKDAY_APPR_PROCESS_START
0.00
NAME_FAMILY_STATUS
0.00
FLAG_EMP_PHONE
0.00
MOST FREQUENT VALUES
0.0
258,188
97.1%
22,856
96.8%
1.0
6,997
2.6%
664
2.8%
2.0
420
0.2%
54
0.2%
3.0
55
<0.1%
12
<0.1%
4.0
16
<0.1%
4
<0.1%
67.0
10
<0.1%
1
<0.1%
16.0
8
<0.1%
0
0.0%
64.0
8
<0.1%
1
<0.1%
66.0
6
<0.1%
1
<0.1%
15.0
6
<0.1%
0
0.0%
20.0
6
<0.1%
0
0.0%
27.0
6
<0.1%
0
0.0%
8.0
6
<0.1%
2
<0.1%
7.0
6
<0.1%
1
<0.1%
5.0
6
<0.1%
1
<0.1%
SMALLEST VALUES
0.0
258,188
97.1%
22,856
96.8%
1.0
6,997
2.6%
664
2.8%
2.0
420
0.2%
54
0.2%
3.0
55
<0.1%
12
<0.1%
4.0
16
<0.1%
4
<0.1%
5.0
6
<0.1%
1
<0.1%
6.0
3
<0.1%
0
0.0%
7.0
6
<0.1%
1
<0.1%
8.0
6
<0.1%
2
<0.1%
9.0
2
<0.1%
0
0.0%
11.0
1
<0.1%
0
0.0%
13.0
2
<0.1%
1
<0.1%
14.0
6
<0.1%
2
<0.1%
15.0
6
<0.1%
0
0.0%
16.0
8
<0.1%
0
0.0%
LARGEST VALUES
134.0
2
<0.1%
0
0.0%
72.0
3
<0.1%
0
0.0%
71.0
4
<0.1%
0
0.0%
70.0
1
<0.1%
0
0.0%
69.0
5
<0.1%
1
<0.1%
68.0
3
<0.1%
0
0.0%
67.0
10
<0.1%
1
<0.1%
66.0
6
<0.1%
1
<0.1%
65.0
3
<0.1%
1
<0.1%
64.0
8
<0.1%
1
<0.1%
63.0
3
<0.1%
0
0.0%
62.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
59.0
2
<0.1%
0
0.0%
58.0
1
<0.1%
1
<0.1%
MONTHS_BALANCE_pos_cash
MISSING:
16,863
(6%)
1,204
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_INSTALMENT_mean_HCredit_installments
0.92
DAYS_DECISION_HCredit_PApp
0.83
MONTHS_BALANCE_HCredit_CCard
0.42
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.41
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.29
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
-0.26
NAME_YIELD_GROUP_high_count_HCredit_PApp
-0.23
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
-0.22
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
-0.18
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.18
NAME_PORTFOLIO_POS_count_HCredit_PApp
-0.17
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
-0.17
DAYS_CREDIT_Bureau
0.17
NUM_INSTALMENT_VERSION_mean_HCredit_installments
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.14
FLAG_DOCUMENT_3
0.11
ORGANIZATION_TYPE
0.08
FLAG_PHONE
0.06
NAME_EDUCATION_TYPE
0.06
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.06
NAME_FAMILY_STATUS
0.06
FLAG_DOCUMENT_18
0.06
FLAG_DOCUMENT_11
0.05
FLAG_DOCUMENT_16
0.05
OCCUPATION_TYPE
0.04
REG_CITY_NOT_LIVE_CITY
0.04
REG_REGION_NOT_LIVE_REGION
0.04
MOST FREQUENT VALUES
-6.0
2,416
0.9%
297
1.3%
-6.5
2,297
0.9%
271
1.1%
-7.0
2,265
0.9%
251
1.1%
-5.5
2,260
0.9%
282
1.2%
-9.0
2,147
0.8%
232
1.0%
-8.0
2,102
0.8%
240
1.0%
-10.0
2,042
0.8%
230
1.0%
-5.0
2,010
0.8%
221
0.9%
-11.0
1,966
0.7%
212
0.9%
-12.0
1,868
0.7%
211
0.9%
-7.5
1,814
0.7%
208
0.9%
-13.0
1,791
0.7%
202
0.9%
-14.0
1,719
0.6%
199
0.8%
-8.5
1,568
0.6%
162
0.7%
-15.0
1,568
0.6%
187
0.8%
SMALLEST VALUES
-96.0
143
<0.1%
13
<0.1%
-95.66666666666669
5
<0.1%
0
0.0%
-95.5
168
<0.1%
17
<0.1%
-95.0
126
<0.1%
4
<0.1%
-94.5
177
<0.1%
20
<0.1%
-94.42857142857144
1
<0.1%
0
0.0%
-94.22222222222224
2
<0.1%
0
0.0%
-94.07142857142856
1
<0.1%
0
0.0%
-94.0
170
<0.1%
15
<0.1%
-93.9
4
<0.1%
1
<0.1%
-93.85714285714286
3
<0.1%
0
0.0%
-93.72727272727272
3
<0.1%
0
0.0%
-93.71428571428572
2
<0.1%
0
0.0%
-93.625
1
<0.1%
0
0.0%
-93.54545454545456
1
<0.1%
0
0.0%
LARGEST VALUES
-1.0
108
<0.1%
11
<0.1%
-1.3333333333333333
2
<0.1%
0
0.0%
-1.5
78
<0.1%
8
<0.1%
-1.8
1
<0.1%
0
0.0%
-2.0
132
<0.1%
17
<0.1%
-2.1666666666666665
2
<0.1%
1
<0.1%
-2.2
4
<0.1%
1
<0.1%
-2.2857142857142856
1
<0.1%
0
0.0%
-2.333333333333333
4
<0.1%
1
<0.1%
-2.5
327
0.1%
35
0.1%
-2.571428571428572
1
<0.1%
0
0.0%
-2.6
1
<0.1%
0
0.0%
-2.625
2
<0.1%
0
0.0%
-2.6666666666666665
4
<0.1%
0
0.0%
-2.75
1
<0.1%
0
0.0%
SK_DPD_pos_cash
MISSING:
16,863
(6%)
1,204
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SK_DPD_DEF_pos_cash
0.20
NAME_CONTRACT_STATUS_Other_count_pos_cash
0.19
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.16
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.13
SK_DPD_DEF_HCredit_CCard
0.07
MONTHS_BALANCE_pos_cash
-0.06
DAYS_INSTALMENT_mean_HCredit_installments
-0.05
DAYS_DECISION_HCredit_PApp
-0.04
MONTHS_BALANCE_HCredit_CCard
-0.03
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
0.03
CODE_REJECT_REASON_XAP_count_HCredit_PApp
-0.02
DAYS_CREDIT_Bureau
-0.02
NAME_YIELD_GROUP_middle_count_HCredit_PApp
-0.02
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REGION_RATING_CLIENT
0.01
NAME_FAMILY_STATUS
0.01
NAME_CONTRACT_TYPE
0.01
REG_REGION_NOT_WORK_REGION
0.01
NAME_TYPE_SUITE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_EMP_PHONE
0.01
FLAG_DOCUMENT_6
0.01
WEEKDAY_APPR_PROCESS_START
0.00
MOST FREQUENT VALUES
0.0
216,639
81.5%
18,122
76.7%
0.5
472
0.2%
60
0.3%
1.0
457
0.2%
67
0.3%
0.3333333333333333
422
0.2%
49
0.2%
0.25
359
0.1%
55
0.2%
0.1666666666666666
307
0.1%
27
0.1%
0.2
298
0.1%
23
<0.1%
0.125
251
<0.1%
27
0.1%
0.1428571428571428
247
<0.1%
30
0.1%
0.0769230769230769
243
<0.1%
34
0.1%
0.0909090909090909
234
<0.1%
19
<0.1%
0.0833333333333333
232
<0.1%
42
0.2%
0.1
226
<0.1%
37
0.2%
0.1111111111111111
226
<0.1%
24
0.1%
0.6666666666666666
209
<0.1%
33
0.1%
SMALLEST VALUES
0.0
216,639
81.5%
18,122
76.7%
0.0046082949308755
1
<0.1%
0
0.0%
0.0049504950495049
1
<0.1%
0
0.0%
0.005524861878453
1
<0.1%
0
0.0%
0.0056179775280898
1
<0.1%
0
0.0%
0.0056497175141242
1
<0.1%
0
0.0%
0.0058479532163742
1
<0.1%
0
0.0%
0.0059523809523809
1
<0.1%
1
<0.1%
0.006060606060606
1
<0.1%
0
0.0%
0.0061728395061728
1
<0.1%
0
0.0%
0.0062893081761006
1
<0.1%
0
0.0%
0.0064516129032258
2
<0.1%
0
0.0%
0.0064935064935064
1
<0.1%
0
0.0%
0.0065359477124183
2
<0.1%
1
<0.1%
0.006578947368421
2
<0.1%
0
0.0%
LARGEST VALUES
2622.078431372549
1
<0.1%
0
0.0%
2429.67
1
<0.1%
0
0.0%
2356.9268292682927
1
<0.1%
0
0.0%
2346.603773584906
1
<0.1%
0
0.0%
2298.5425531914893
1
<0.1%
0
0.0%
2284.3883495145637
1
<0.1%
0
0.0%
2283.4086021505377
1
<0.1%
0
0.0%
2265.5283018867926
1
<0.1%
0
0.0%
2238.4574468085107
1
<0.1%
0
0.0%
2207.4574468085107
1
<0.1%
0
0.0%
2161.547368421053
1
<0.1%
0
0.0%
2118.62
1
<0.1%
0
0.0%
2093.390476190476
1
<0.1%
0
0.0%
2089.542857142857
1
<0.1%
0
0.0%
2078.854368932039
1
<0.1%
0
0.0%
SK_DPD_DEF_pos_cash
MISSING:
16,863
(6%)
1,204
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Other_count_pos_cash
0.59
SK_DPD_DEF_HCredit_CCard
0.34
SK_DPD_pos_cash
0.20
DAYS_ID_PUBLISH
0.01
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.01
MONTHS_BALANCE_pos_cash
-0.01
DAYS_CREDIT_Bureau
0.01
AMT_TOTAL_RECEIVABLE_HCredit_CCard
0.01
AMT_RECIVABLE_HCredit_CCard
0.01
AMT_BALANCE_HCredit_CCard
0.01
DAYS_CREDIT_UPDATE_Bureau
0.01
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.01
DAYS_BIRTH
0.01
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_18
0.01
WEEKDAY_APPR_PROCESS_START
0.01
NAME_INCOME_TYPE
0.01
FLAG_EMP_PHONE
0.00
REG_CITY_NOT_WORK_CITY
0.00
NAME_HOUSING_TYPE
0.00
REGION_RATING_CLIENT
0.00
REG_CITY_NOT_LIVE_CITY
0.00
REGION_RATING_CLIENT_W_CITY
0.00
NAME_FAMILY_STATUS
0.00
FLAG_WORK_PHONE
0.00
MOST FREQUENT VALUES
0.0
230,240
86.6%
19,314
81.8%
0.3333333333333333
360
0.1%
51
0.2%
0.25
332
0.1%
47
0.2%
0.5
330
0.1%
53
0.2%
0.1666666666666666
295
0.1%
28
0.1%
1.0
275
0.1%
53
0.2%
0.2
271
0.1%
21
<0.1%
0.0769230769230769
262
<0.1%
36
0.2%
0.1428571428571428
247
<0.1%
28
0.1%
0.125
243
<0.1%
28
0.1%
0.0909090909090909
240
<0.1%
20
<0.1%
0.1
239
<0.1%
37
0.2%
0.0833333333333333
233
<0.1%
42
0.2%
0.1111111111111111
226
<0.1%
24
0.1%
0.0714285714285714
201
<0.1%
23
<0.1%
SMALLEST VALUES
0.0
230,240
86.6%
19,314
81.8%
0.0046082949308755
1
<0.1%
0
0.0%
0.0049504950495049
1
<0.1%
0
0.0%
0.005524861878453
1
<0.1%
0
0.0%
0.0056179775280898
1
<0.1%
0
0.0%
0.0056497175141242
1
<0.1%
0
0.0%
0.0058479532163742
1
<0.1%
0
0.0%
0.0059523809523809
1
<0.1%
1
<0.1%
0.006060606060606
2
<0.1%
0
0.0%
0.0061728395061728
1
<0.1%
0
0.0%
0.0062893081761006
1
<0.1%
0
0.0%
0.0064516129032258
2
<0.1%
0
0.0%
0.0064935064935064
3
<0.1%
0
0.0%
0.0065359477124183
2
<0.1%
1
<0.1%
0.006578947368421
3
<0.1%
0
0.0%
LARGEST VALUES
1671.3980582524273
1
<0.1%
0
0.0%
1639.271844660194
1
<0.1%
0
0.0%
1571.9895833333333
1
<0.1%
0
0.0%
1567.542372881356
1
<0.1%
0
0.0%
1561.9633027522937
1
<0.1%
0
0.0%
1505.4587155963302
1
<0.1%
0
0.0%
1409.5473684210526
1
<0.1%
0
0.0%
1313.4571428571428
1
<0.1%
0
0.0%
1185.9449541284405
1
<0.1%
0
0.0%
1181.5869565217392
1
<0.1%
0
0.0%
1145.6666666666667
1
<0.1%
0
0.0%
1085.2674418604652
1
<0.1%
0
0.0%
1027.901098901099
1
<0.1%
0
0.0%
1022.6725663716816
1
<0.1%
0
0.0%
999.3611111111112
1
<0.1%
0
0.0%
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.97
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.89
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.82
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.65
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
0.62
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.56
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.47
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.47
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.45
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.44
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.43
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.40
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.37
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
FLAG_OWN_CAR
0.07
FLAG_EMP_PHONE
0.07
OCCUPATION_TYPE
0.07
REGION_RATING_CLIENT
0.06
FLAG_DOCUMENT_6
0.06
REGION_RATING_CLIENT_W_CITY
0.05
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_18
0.05
FLAG_DOCUMENT_16
0.05
FLAG_DOCUMENT_11
0.04
NAME_EDUCATION_TYPE
0.04
NAME_FAMILY_STATUS
0.03
MOST FREQUENT VALUES
1.0
102,401
38.3%
9,838
41.3%
2.0
64,060
24.0%
5,462
22.9%
3.0
36,166
13.5%
2,965
12.4%
4.0
20,068
7.5%
1,547
6.5%
0.0
19,877
7.4%
2,157
9.0%
5.0
10,761
4.0%
763
3.2%
6.0
5,976
2.2%
439
1.8%
7.0
3,280
1.2%
270
1.1%
8.0
1,816
0.7%
159
0.7%
9.0
1,061
0.4%
80
0.3%
10.0
661
0.2%
64
0.3%
11.0
370
0.1%
38
0.2%
12.0
237
<0.1%
19
<0.1%
13.0
173
<0.1%
10
<0.1%
14.0
80
<0.1%
4
<0.1%
SMALLEST VALUES
0.0
19,877
7.4%
2,157
9.0%
1.0
102,401
38.3%
9,838
41.3%
2.0
64,060
24.0%
5,462
22.9%
3.0
36,166
13.5%
2,965
12.4%
4.0
20,068
7.5%
1,547
6.5%
5.0
10,761
4.0%
763
3.2%
6.0
5,976
2.2%
439
1.8%
7.0
3,280
1.2%
270
1.1%
8.0
1,816
0.7%
159
0.7%
9.0
1,061
0.4%
80
0.3%
10.0
661
0.2%
64
0.3%
11.0
370
0.1%
38
0.2%
12.0
237
<0.1%
19
<0.1%
13.0
173
<0.1%
10
<0.1%
14.0
80
<0.1%
4
<0.1%
LARGEST VALUES
45.0
1
<0.1%
0
0.0%
42.0
1
<0.1%
0
0.0%
36.0
1
<0.1%
0
0.0%
34.0
2
<0.1%
0
0.0%
33.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
29.0
4
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
27.0
2
<0.1%
0
0.0%
26.0
5
<0.1%
2
<0.1%
25.0
2
<0.1%
0
0.0%
24.0
3
<0.1%
0
0.0%
23.0
7
<0.1%
1
<0.1%
22.0
3
<0.1%
4
<0.1%
21.0
13
<0.1%
3
<0.1%
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.59
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.54
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.52
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.50
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.48
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.44
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.44
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.41
MONTHS_BALANCE_HCredit_CCard
0.40
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.40
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.40
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.39
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.39
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.07
FLAG_DOCUMENT_3
0.07
ORGANIZATION_TYPE
0.07
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.05
FLAG_OWN_REALTY
0.04
FLAG_DOCUMENT_6
0.04
NAME_FAMILY_STATUS
0.03
NAME_TYPE_SUITE
0.03
REGION_RATING_CLIENT
0.02
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.02
REGION_RATING_CLIENT_W_CITY
0.02
NAME_EDUCATION_TYPE
0.02
MOST FREQUENT VALUES
0.0
173,073
64.8%
13,925
58.4%
1.0
64,925
24.3%
6,205
26.0%
2.0
18,654
7.0%
2,187
9.2%
3.0
5,666
2.1%
780
3.3%
4.0
2,506
0.9%
371
1.6%
5.0
1,096
0.4%
160
0.7%
6.0
567
0.2%
97
0.4%
7.0
290
0.1%
48
0.2%
8.0
175
<0.1%
26
0.1%
9.0
92
<0.1%
12
<0.1%
10.0
51
<0.1%
12
<0.1%
11.0
35
<0.1%
6
<0.1%
12.0
25
<0.1%
1
<0.1%
13.0
17
<0.1%
2
<0.1%
14.0
11
<0.1%
1
<0.1%
SMALLEST VALUES
0.0
173,073
64.8%
13,925
58.4%
1.0
64,925
24.3%
6,205
26.0%
2.0
18,654
7.0%
2,187
9.2%
3.0
5,666
2.1%
780
3.3%
4.0
2,506
0.9%
371
1.6%
5.0
1,096
0.4%
160
0.7%
6.0
567
0.2%
97
0.4%
7.0
290
0.1%
48
0.2%
8.0
175
<0.1%
26
0.1%
9.0
92
<0.1%
12
<0.1%
10.0
51
<0.1%
12
<0.1%
11.0
35
<0.1%
6
<0.1%
12.0
25
<0.1%
1
<0.1%
13.0
17
<0.1%
2
<0.1%
14.0
11
<0.1%
1
<0.1%
LARGEST VALUES
31.0
1
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
24.0
1
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
19.0
2
<0.1%
0
0.0%
18.0
1
<0.1%
1
<0.1%
17.0
7
<0.1%
2
<0.1%
16.0
7
<0.1%
4
<0.1%
15.0
8
<0.1%
2
<0.1%
14.0
11
<0.1%
1
<0.1%
13.0
17
<0.1%
2
<0.1%
12.0
25
<0.1%
1
<0.1%
11.0
35
<0.1%
6
<0.1%
10.0
51
<0.1%
12
<0.1%
9.0
92
<0.1%
12
<0.1%
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
TOP CATEGORIES
0.0
266,984
>99%
23,789
>99%
1.0
208
<1%
50
<1%
2.0
18
<1%
5
<1%
3.0
2
<1%
1
<1%
ALL
267,212
100%
23,845
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
PROVIDES INFORMATION ON...
TARGET
1.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_6
0.00
ORGANIZATION_TYPE
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_2
0.00
NAME_INCOME_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp:
ORGANIZATION_TYPE
0.04
OCCUPATION_TYPE
0.02
NAME_INCOME_TYPE
0.01
FLAG_EMP_PHONE
0.01
FLAG_DOCUMENT_3
0.01
NAME_TYPE_SUITE
0.01
WEEKDAY_APPR_PROCESS_START
0.01
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_6
0.00
FLAG_WORK_PHONE
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
CORRELATION RATIO WITH...
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.05
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.04
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.04
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.04
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.04
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.04
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.03
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.03
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.03
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.03
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.03
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.03
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.02
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.02
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.89
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.86
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.72
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.61
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.60
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.58
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
0.55
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.52
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.50
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.47
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.45
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.44
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.44
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
FLAG_EMP_PHONE
0.08
OCCUPATION_TYPE
0.08
FLAG_DOCUMENT_3
0.07
FLAG_DOCUMENT_6
0.07
REGION_RATING_CLIENT
0.05
FLAG_OWN_CAR
0.05
FLAG_DOCUMENT_16
0.05
FLAG_DOCUMENT_18
0.05
REGION_RATING_CLIENT_W_CITY
0.05
FLAG_DOCUMENT_11
0.04
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.04
FLAG_OWN_REALTY
0.04
MOST FREQUENT VALUES
1.0
79,245
29.7%
7,127
29.9%
2.0
64,162
24.0%
5,726
24.0%
3.0
44,507
16.7%
3,843
16.1%
4.0
27,796
10.4%
2,378
10.0%
5.0
16,679
6.2%
1,493
6.3%
0.0
10,435
3.9%
968
4.1%
6.0
9,777
3.7%
896
3.8%
7.0
5,686
2.1%
529
2.2%
8.0
3,390
1.3%
312
1.3%
9.0
2,100
0.8%
187
0.8%
10.0
1,214
0.5%
134
0.6%
11.0
748
0.3%
82
0.3%
12.0
495
0.2%
47
0.2%
13.0
317
0.1%
34
0.1%
14.0
203
<0.1%
22
<0.1%
SMALLEST VALUES
0.0
10,435
3.9%
968
4.1%
1.0
79,245
29.7%
7,127
29.9%
2.0
64,162
24.0%
5,726
24.0%
3.0
44,507
16.7%
3,843
16.1%
4.0
27,796
10.4%
2,378
10.0%
5.0
16,679
6.2%
1,493
6.3%
6.0
9,777
3.7%
896
3.8%
7.0
5,686
2.1%
529
2.2%
8.0
3,390
1.3%
312
1.3%
9.0
2,100
0.8%
187
0.8%
10.0
1,214
0.5%
134
0.6%
11.0
748
0.3%
82
0.3%
12.0
495
0.2%
47
0.2%
13.0
317
0.1%
34
0.1%
14.0
203
<0.1%
22
<0.1%
LARGEST VALUES
49.0
1
<0.1%
0
0.0%
46.0
1
<0.1%
0
0.0%
42.0
1
<0.1%
0
0.0%
41.0
1
<0.1%
0
0.0%
38.0
2
<0.1%
0
0.0%
37.0
2
<0.1%
0
0.0%
36.0
2
<0.1%
0
0.0%
35.0
1
<0.1%
0
0.0%
32.0
1
<0.1%
0
0.0%
31.0
2
<0.1%
1
<0.1%
30.0
4
<0.1%
2
<0.1%
29.0
3
<0.1%
0
0.0%
28.0
5
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
26.0
5
<0.1%
0
0.0%
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.94
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.92
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.89
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.85
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.84
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.83
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.80
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.76
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.76
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.76
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.74
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.58
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.49
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.13
NAME_INCOME_TYPE
0.13
FLAG_EMP_PHONE
0.12
OCCUPATION_TYPE
0.10
FLAG_WORK_PHONE
0.09
NAME_FAMILY_STATUS
0.07
CODE_GENDER
0.07
FLAG_OWN_REALTY
0.07
NAME_CONTRACT_TYPE
0.07
FLAG_DOCUMENT_6
0.06
NAME_EDUCATION_TYPE
0.06
REG_CITY_NOT_WORK_CITY
0.05
NAME_HOUSING_TYPE
0.05
FLAG_OWN_CAR
0.05
MOST FREQUENT VALUES
0.0
116,452
43.6%
10,210
42.8%
1.0
47,571
17.8%
4,055
17.0%
2.0
30,784
11.5%
2,751
11.5%
3.0
21,138
7.9%
1,916
8.0%
4.0
14,624
5.5%
1,321
5.5%
5.0
10,231
3.8%
984
4.1%
6.0
7,230
2.7%
688
2.9%
7.0
5,209
1.9%
501
2.1%
8.0
3,646
1.4%
363
1.5%
9.0
2,629
1.0%
258
1.1%
10.0
1,861
0.7%
182
0.8%
11.0
1,457
0.5%
132
0.6%
12.0
1,040
0.4%
99
0.4%
13.0
734
0.3%
99
0.4%
14.0
585
0.2%
69
0.3%
SMALLEST VALUES
0.0
116,452
43.6%
10,210
42.8%
1.0
47,571
17.8%
4,055
17.0%
2.0
30,784
11.5%
2,751
11.5%
3.0
21,138
7.9%
1,916
8.0%
4.0
14,624
5.5%
1,321
5.5%
5.0
10,231
3.8%
984
4.1%
6.0
7,230
2.7%
688
2.9%
7.0
5,209
1.9%
501
2.1%
8.0
3,646
1.4%
363
1.5%
9.0
2,629
1.0%
258
1.1%
10.0
1,861
0.7%
182
0.8%
11.0
1,457
0.5%
132
0.6%
12.0
1,040
0.4%
99
0.4%
13.0
734
0.3%
99
0.4%
14.0
585
0.2%
69
0.3%
LARGEST VALUES
60.0
1
<0.1%
0
0.0%
58.0
1
<0.1%
1
<0.1%
57.0
1
<0.1%
0
0.0%
54.0
2
<0.1%
0
0.0%
53.0
1
<0.1%
0
0.0%
52.0
1
<0.1%
0
0.0%
50.0
3
<0.1%
0
0.0%
48.0
1
<0.1%
0
0.0%
46.0
2
<0.1%
0
0.0%
45.0
1
<0.1%
1
<0.1%
42.0
1
<0.1%
2
<0.1%
41.0
2
<0.1%
0
0.0%
40.0
2
<0.1%
0
0.0%
38.0
5
<0.1%
0
0.0%
37.0
1
<0.1%
0
0.0%
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.92
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.83
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.80
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.79
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.78
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.76
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.74
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.66
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.50
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.45
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.45
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.39
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.35
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
0.09
ORGANIZATION_TYPE
0.07
FLAG_OWN_REALTY
0.06
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.06
OCCUPATION_TYPE
0.05
NAME_CONTRACT_TYPE
0.05
FLAG_PHONE
0.04
FLAG_OWN_CAR
0.04
NAME_FAMILY_STATUS
0.04
CODE_GENDER
0.04
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.03
NAME_TYPE_SUITE
0.03
NAME_EDUCATION_TYPE
0.03
MOST FREQUENT VALUES
0.0
166,064
62.1%
14,267
59.8%
1.0
45,936
17.2%
4,077
17.1%
2.0
23,874
8.9%
2,248
9.4%
3.0
13,080
4.9%
1,278
5.4%
4.0
7,395
2.8%
778
3.3%
5.0
4,300
1.6%
470
2.0%
6.0
2,464
0.9%
279
1.2%
7.0
1,523
0.6%
130
0.5%
8.0
870
0.3%
105
0.4%
9.0
562
0.2%
65
0.3%
10.0
394
0.1%
45
0.2%
11.0
223
<0.1%
22
<0.1%
12.0
165
<0.1%
21
<0.1%
13.0
109
<0.1%
15
<0.1%
14.0
85
<0.1%
11
<0.1%
SMALLEST VALUES
0.0
166,064
62.1%
14,267
59.8%
1.0
45,936
17.2%
4,077
17.1%
2.0
23,874
8.9%
2,248
9.4%
3.0
13,080
4.9%
1,278
5.4%
4.0
7,395
2.8%
778
3.3%
5.0
4,300
1.6%
470
2.0%
6.0
2,464
0.9%
279
1.2%
7.0
1,523
0.6%
130
0.5%
8.0
870
0.3%
105
0.4%
9.0
562
0.2%
65
0.3%
10.0
394
0.1%
45
0.2%
11.0
223
<0.1%
22
<0.1%
12.0
165
<0.1%
21
<0.1%
13.0
109
<0.1%
15
<0.1%
14.0
85
<0.1%
11
<0.1%
LARGEST VALUES
58.0
1
<0.1%
0
0.0%
57.0
1
<0.1%
0
0.0%
52.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
44.0
1
<0.1%
0
0.0%
38.0
1
<0.1%
0
0.0%
34.0
1
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
28.0
2
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
26.0
2
<0.1%
0
0.0%
25.0
2
<0.1%
2
<0.1%
24.0
4
<0.1%
1
<0.1%
23.0
3
<0.1%
1
<0.1%
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.69
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.69
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.68
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.64
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.63
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.63
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.58
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.56
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.55
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.54
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.53
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.47
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.44
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.06
NAME_CONTRACT_TYPE
0.04
CREDIT_ACTIVE_Sold_count_Bureau
0.04
NAME_FAMILY_STATUS
0.03
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.03
FLAG_DOCUMENT_3
0.03
FLAG_OWN_REALTY
0.03
NAME_TYPE_SUITE
0.03
OCCUPATION_TYPE
0.03
NAME_EDUCATION_TYPE
0.02
FLAG_PHONE
0.02
REGION_RATING_CLIENT_W_CITY
0.02
REGION_RATING_CLIENT
0.02
CODE_GENDER
0.01
MOST FREQUENT VALUES
0.0
177,270
66.3%
13,493
56.6%
1.0
42,423
15.9%
4,111
17.2%
2.0
20,411
7.6%
2,328
9.8%
3.0
10,503
3.9%
1,356
5.7%
4.0
6,074
2.3%
830
3.5%
5.0
3,583
1.3%
508
2.1%
6.0
2,272
0.9%
365
1.5%
7.0
1,471
0.6%
275
1.2%
8.0
886
0.3%
144
0.6%
9.0
631
0.2%
101
0.4%
10.0
462
0.2%
81
0.3%
11.0
308
0.1%
58
0.2%
12.0
243
<0.1%
45
0.2%
13.0
161
<0.1%
42
0.2%
14.0
115
<0.1%
20
<0.1%
SMALLEST VALUES
0.0
177,270
66.3%
13,493
56.6%
1.0
42,423
15.9%
4,111
17.2%
2.0
20,411
7.6%
2,328
9.8%
3.0
10,503
3.9%
1,356
5.7%
4.0
6,074
2.3%
830
3.5%
5.0
3,583
1.3%
508
2.1%
6.0
2,272
0.9%
365
1.5%
7.0
1,471
0.6%
275
1.2%
8.0
886
0.3%
144
0.6%
9.0
631
0.2%
101
0.4%
10.0
462
0.2%
81
0.3%
11.0
308
0.1%
58
0.2%
12.0
243
<0.1%
45
0.2%
13.0
161
<0.1%
42
0.2%
14.0
115
<0.1%
20
<0.1%
LARGEST VALUES
68.0
1
<0.1%
0
0.0%
54.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
43.0
1
<0.1%
0
0.0%
41.0
2
<0.1%
0
0.0%
39.0
1
<0.1%
1
<0.1%
37.0
2
<0.1%
0
0.0%
36.0
2
<0.1%
0
0.0%
35.0
2
<0.1%
0
0.0%
34.0
1
<0.1%
0
0.0%
33.0
2
<0.1%
0
0.0%
32.0
2
<0.1%
2
<0.1%
31.0
2
<0.1%
1
<0.1%
30.0
2
<0.1%
1
<0.1%
29.0
2
<0.1%
3
<0.1%
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.85
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.83
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.83
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.81
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.76
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.76
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.75
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.74
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.64
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.59
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.55
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.54
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.50
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.07
FLAG_DOCUMENT_3
0.06
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.05
FLAG_WORK_PHONE
0.05
NAME_EDUCATION_TYPE
0.05
OCCUPATION_TYPE
0.04
NAME_FAMILY_STATUS
0.04
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.04
NAME_TYPE_SUITE
0.04
CODE_GENDER
0.04
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_18
0.03
MOST FREQUENT VALUES
0.0
95,103
35.6%
7,623
32.0%
1.0
66,074
24.7%
5,468
22.9%
2.0
38,918
14.6%
3,533
14.8%
3.0
24,358
9.1%
2,336
9.8%
4.0
15,113
5.7%
1,578
6.6%
5.0
9,592
3.6%
1,046
4.4%
6.0
6,189
2.3%
731
3.1%
7.0
4,013
1.5%
473
2.0%
8.0
2,499
0.9%
313
1.3%
9.0
1,576
0.6%
197
0.8%
10.0
1,173
0.4%
142
0.6%
11.0
733
0.3%
104
0.4%
12.0
550
0.2%
85
0.4%
13.0
349
0.1%
47
0.2%
14.0
259
<0.1%
34
0.1%
SMALLEST VALUES
0.0
95,103
35.6%
7,623
32.0%
1.0
66,074
24.7%
5,468
22.9%
2.0
38,918
14.6%
3,533
14.8%
3.0
24,358
9.1%
2,336
9.8%
4.0
15,113
5.7%
1,578
6.6%
5.0
9,592
3.6%
1,046
4.4%
6.0
6,189
2.3%
731
3.1%
7.0
4,013
1.5%
473
2.0%
8.0
2,499
0.9%
313
1.3%
9.0
1,576
0.6%
197
0.8%
10.0
1,173
0.4%
142
0.6%
11.0
733
0.3%
104
0.4%
12.0
550
0.2%
85
0.4%
13.0
349
0.1%
47
0.2%
14.0
259
<0.1%
34
0.1%
LARGEST VALUES
63.0
2
<0.1%
0
0.0%
54.0
1
<0.1%
0
0.0%
53.0
2
<0.1%
0
0.0%
52.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
40.0
1
<0.1%
1
<0.1%
38.0
3
<0.1%
0
0.0%
37.0
3
<0.1%
0
0.0%
36.0
1
<0.1%
0
0.0%
35.0
2
<0.1%
1
<0.1%
34.0
1
<0.1%
0
0.0%
33.0
1
<0.1%
0
0.0%
32.0
3
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
1
<0.1%
CODE_REJECT_REASON_Other_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.63
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.47
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.45
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.41
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.40
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.39
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.33
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.32
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.32
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.31
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.29
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.28
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.28
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.07
FLAG_EMP_PHONE
0.06
OCCUPATION_TYPE
0.06
FLAG_DOCUMENT_6
0.05
FLAG_OWN_CAR
0.04
CODE_GENDER
0.04
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.04
REG_CITY_NOT_WORK_CITY
0.03
NAME_FAMILY_STATUS
0.03
FLAG_DOCUMENT_3
0.03
FLAG_WORK_PHONE
0.03
REG_CITY_NOT_LIVE_CITY
0.02
NAME_HOUSING_TYPE
0.02
MOST FREQUENT VALUES
0.0
206,120
77.1%
16,753
70.3%
1.0
37,495
14.0%
3,891
16.3%
2.0
13,214
4.9%
1,600
6.7%
3.0
5,277
2.0%
737
3.1%
4.0
2,261
0.8%
353
1.5%
5.0
1,212
0.5%
206
0.9%
6.0
662
0.2%
122
0.5%
7.0
321
0.1%
61
0.3%
8.0
205
<0.1%
38
0.2%
9.0
140
<0.1%
22
<0.1%
10.0
82
<0.1%
21
<0.1%
11.0
61
<0.1%
15
<0.1%
12.0
50
<0.1%
7
<0.1%
13.0
28
<0.1%
5
<0.1%
14.0
15
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
206,120
77.1%
16,753
70.3%
1.0
37,495
14.0%
3,891
16.3%
2.0
13,214
4.9%
1,600
6.7%
3.0
5,277
2.0%
737
3.1%
4.0
2,261
0.8%
353
1.5%
5.0
1,212
0.5%
206
0.9%
6.0
662
0.2%
122
0.5%
7.0
321
0.1%
61
0.3%
8.0
205
<0.1%
38
0.2%
9.0
140
<0.1%
22
<0.1%
10.0
82
<0.1%
21
<0.1%
11.0
61
<0.1%
15
<0.1%
12.0
50
<0.1%
7
<0.1%
13.0
28
<0.1%
5
<0.1%
14.0
15
<0.1%
3
<0.1%
LARGEST VALUES
54.0
1
<0.1%
0
0.0%
42.0
1
<0.1%
0
0.0%
37.0
1
<0.1%
0
0.0%
34.0
1
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
26.0
3
<0.1%
0
0.0%
25.0
1
<0.1%
0
0.0%
24.0
3
<0.1%
1
<0.1%
23.0
1
<0.1%
1
<0.1%
22.0
4
<0.1%
0
0.0%
21.0
1
<0.1%
2
<0.1%
20.0
3
<0.1%
0
0.0%
19.0
4
<0.1%
0
0.0%
18.0
9
<0.1%
0
0.0%
17.0
9
<0.1%
2
<0.1%
CODE_REJECT_REASON_XAP_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.90
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.82
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.80
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.80
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.78
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.76
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.75
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.74
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.71
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.69
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.66
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.65
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.58
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_REALTY
0.08
NAME_CONTRACT_TYPE
0.08
FLAG_DOCUMENT_3
0.07
NAME_EDUCATION_TYPE
0.07
ORGANIZATION_TYPE
0.07
FLAG_WORK_PHONE
0.07
NAME_FAMILY_STATUS
0.07
NAME_INCOME_TYPE
0.06
FLAG_EMP_PHONE
0.06
OCCUPATION_TYPE
0.06
FLAG_DOCUMENT_18
0.06
FLAG_DOCUMENT_11
0.05
CODE_GENDER
0.05
FLAG_DOCUMENT_16
0.05
MOST FREQUENT VALUES
1.0
57,406
21.5%
5,807
24.4%
2.0
48,820
18.3%
4,429
18.6%
3.0
40,852
15.3%
3,549
14.9%
4.0
32,092
12.0%
2,604
10.9%
5.0
24,480
9.2%
2,112
8.9%
6.0
18,179
6.8%
1,500
6.3%
7.0
13,363
5.0%
1,115
4.7%
8.0
9,655
3.6%
792
3.3%
9.0
6,762
2.5%
541
2.3%
10.0
4,560
1.7%
399
1.7%
11.0
3,199
1.2%
263
1.1%
12.0
2,255
0.8%
202
0.8%
13.0
1,553
0.6%
139
0.6%
14.0
1,071
0.4%
102
0.4%
15.0
737
0.3%
61
0.3%
SMALLEST VALUES
0.0
548
0.2%
59
0.2%
1.0
57,406
21.5%
5,807
24.4%
2.0
48,820
18.3%
4,429
18.6%
3.0
40,852
15.3%
3,549
14.9%
4.0
32,092
12.0%
2,604
10.9%
5.0
24,480
9.2%
2,112
8.9%
6.0
18,179
6.8%
1,500
6.3%
7.0
13,363
5.0%
1,115
4.7%
8.0
9,655
3.6%
792
3.3%
9.0
6,762
2.5%
541
2.3%
10.0
4,560
1.7%
399
1.7%
11.0
3,199
1.2%
263
1.1%
12.0
2,255
0.8%
202
0.8%
13.0
1,553
0.6%
139
0.6%
14.0
1,071
0.4%
102
0.4%
LARGEST VALUES
67.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
59.0
1
<0.1%
0
0.0%
58.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
50.0
1
<0.1%
0
0.0%
42.0
1
<0.1%
0
0.0%
39.0
1
<0.1%
0
0.0%
37.0
2
<0.1%
0
0.0%
36.0
2
<0.1%
0
0.0%
35.0
2
<0.1%
1
<0.1%
34.0
1
<0.1%
0
0.0%
33.0
3
<0.1%
0
0.0%
32.0
2
<0.1%
0
0.0%
31.0
2
<0.1%
0
0.0%
NAME_CLIENT_TYPE_Refreshed_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MONTHS_BALANCE_pos_cash
-0.26
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.25
MONTHS_BALANCE_HCredit_CCard
0.25
DAYS_INSTALMENT_mean_HCredit_installments
-0.23
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.21
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.14
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.13
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.12
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
-0.12
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.11
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.10
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.10
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.10
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT_W_CITY
0.04
REGION_RATING_CLIENT
0.04
ORGANIZATION_TYPE
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.03
NAME_CONTRACT_TYPE
0.03
REG_CITY_NOT_LIVE_CITY
0.02
FLAG_PHONE
0.02
OCCUPATION_TYPE
0.02
NAME_HOUSING_TYPE
0.02
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_OWN_CAR
0.02
REG_CITY_NOT_WORK_CITY
0.02
NAME_EDUCATION_TYPE
0.02
MOST FREQUENT VALUES
0.0
195,642
73.2%
18,710
78.5%
1.0
51,538
19.3%
3,416
14.3%
2.0
12,689
4.7%
1,026
4.3%
3.0
3,870
1.4%
335
1.4%
4.0
1,743
0.7%
160
0.7%
5.0
807
0.3%
79
0.3%
6.0
403
0.2%
54
0.2%
7.0
204
<0.1%
23
<0.1%
8.0
124
<0.1%
11
<0.1%
9.0
74
<0.1%
10
<0.1%
10.0
40
<0.1%
4
<0.1%
11.0
30
<0.1%
8
<0.1%
12.0
11
<0.1%
3
<0.1%
13.0
9
<0.1%
1
<0.1%
14.0
9
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
195,642
73.2%
18,710
78.5%
1.0
51,538
19.3%
3,416
14.3%
2.0
12,689
4.7%
1,026
4.3%
3.0
3,870
1.4%
335
1.4%
4.0
1,743
0.7%
160
0.7%
5.0
807
0.3%
79
0.3%
6.0
403
0.2%
54
0.2%
7.0
204
<0.1%
23
<0.1%
8.0
124
<0.1%
11
<0.1%
9.0
74
<0.1%
10
<0.1%
10.0
40
<0.1%
4
<0.1%
11.0
30
<0.1%
8
<0.1%
12.0
11
<0.1%
3
<0.1%
13.0
9
<0.1%
1
<0.1%
14.0
9
<0.1%
3
<0.1%
LARGEST VALUES
36.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
23.0
1
<0.1%
0
0.0%
22.0
3
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
18.0
2
<0.1%
1
<0.1%
16.0
2
<0.1%
0
0.0%
15.0
8
<0.1%
0
0.0%
14.0
9
<0.1%
3
<0.1%
13.0
9
<0.1%
1
<0.1%
12.0
11
<0.1%
3
<0.1%
11.0
30
<0.1%
8
<0.1%
10.0
40
<0.1%
4
<0.1%
9.0
74
<0.1%
10
<0.1%
8.0
124
<0.1%
11
<0.1%
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.90
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.88
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.85
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.85
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.83
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.80
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.76
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.76
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.74
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.71
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.69
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.66
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.62
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.07
FLAG_OWN_REALTY
0.07
FLAG_DOCUMENT_3
0.06
ORGANIZATION_TYPE
0.06
NAME_EDUCATION_TYPE
0.06
NAME_FAMILY_STATUS
0.05
FLAG_WORK_PHONE
0.05
OCCUPATION_TYPE
0.05
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.04
CODE_GENDER
0.04
NAME_TYPE_SUITE
0.04
FLAG_DOCUMENT_18
0.04
REGION_RATING_CLIENT_W_CITY
0.03
MOST FREQUENT VALUES
0.0
64,506
24.1%
5,941
24.9%
1.0
41,276
15.4%
3,509
14.7%
2.0
34,048
12.7%
2,897
12.1%
3.0
27,528
10.3%
2,259
9.5%
4.0
21,774
8.1%
1,830
7.7%
5.0
17,301
6.5%
1,493
6.3%
6.0
13,530
5.1%
1,218
5.1%
7.0
10,726
4.0%
959
4.0%
8.0
8,109
3.0%
760
3.2%
9.0
6,462
2.4%
608
2.5%
10.0
4,910
1.8%
508
2.1%
11.0
3,708
1.4%
371
1.6%
12.0
2,936
1.1%
256
1.1%
13.0
2,271
0.8%
230
1.0%
14.0
1,680
0.6%
207
0.9%
SMALLEST VALUES
0.0
64,506
24.1%
5,941
24.9%
1.0
41,276
15.4%
3,509
14.7%
2.0
34,048
12.7%
2,897
12.1%
3.0
27,528
10.3%
2,259
9.5%
4.0
21,774
8.1%
1,830
7.7%
5.0
17,301
6.5%
1,493
6.3%
6.0
13,530
5.1%
1,218
5.1%
7.0
10,726
4.0%
959
4.0%
8.0
8,109
3.0%
760
3.2%
9.0
6,462
2.4%
608
2.5%
10.0
4,910
1.8%
508
2.1%
11.0
3,708
1.4%
371
1.6%
12.0
2,936
1.1%
256
1.1%
13.0
2,271
0.8%
230
1.0%
14.0
1,680
0.6%
207
0.9%
LARGEST VALUES
71.0
1
<0.1%
0
0.0%
67.0
1
<0.1%
0
0.0%
66.0
1
<0.1%
0
0.0%
64.0
1
<0.1%
0
0.0%
63.0
2
<0.1%
0
0.0%
61.0
3
<0.1%
0
0.0%
60.0
2
<0.1%
0
0.0%
59.0
1
<0.1%
1
<0.1%
58.0
1
<0.1%
0
0.0%
57.0
1
<0.1%
1
<0.1%
54.0
1
<0.1%
1
<0.1%
53.0
3
<0.1%
1
<0.1%
52.0
2
<0.1%
0
0.0%
51.0
2
<0.1%
0
0.0%
50.0
1
<0.1%
0
0.0%
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.83
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.82
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.74
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.72
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
0.71
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.49
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
0.47
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.39
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.38
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.38
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.37
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.36
NAME_YIELD_GROUP_low_action_count_HCredit_PApp
0.30
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.07
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.05
NAME_FAMILY_STATUS
0.05
FLAG_OWN_CAR
0.05
FLAG_DOCUMENT_18
0.04
FLAG_DOCUMENT_11
0.04
FLAG_DOCUMENT_16
0.04
FLAG_OWN_REALTY
0.04
NAME_INCOME_TYPE
0.03
NAME_TYPE_SUITE
0.03
NAME_EDUCATION_TYPE
0.03
FLAG_DOCUMENT_14
0.03
FLAG_PHONE
0.03
MOST FREQUENT VALUES
1.0
109,931
41.1%
9,741
40.9%
0.0
60,289
22.6%
6,820
28.6%
2.0
52,307
19.6%
4,107
17.2%
3.0
23,693
8.9%
1,693
7.1%
4.0
10,790
4.0%
734
3.1%
5.0
5,037
1.9%
334
1.4%
6.0
2,408
0.9%
192
0.8%
7.0
1,225
0.5%
84
0.4%
8.0
622
0.2%
50
0.2%
9.0
364
0.1%
29
0.1%
10.0
200
<0.1%
20
<0.1%
11.0
103
<0.1%
16
<0.1%
12.0
75
<0.1%
7
<0.1%
13.0
49
<0.1%
5
<0.1%
14.0
33
<0.1%
2
<0.1%
SMALLEST VALUES
0.0
60,289
22.6%
6,820
28.6%
1.0
109,931
41.1%
9,741
40.9%
2.0
52,307
19.6%
4,107
17.2%
3.0
23,693
8.9%
1,693
7.1%
4.0
10,790
4.0%
734
3.1%
5.0
5,037
1.9%
334
1.4%
6.0
2,408
0.9%
192
0.8%
7.0
1,225
0.5%
84
0.4%
8.0
622
0.2%
50
0.2%
9.0
364
0.1%
29
0.1%
10.0
200
<0.1%
20
<0.1%
11.0
103
<0.1%
16
<0.1%
12.0
75
<0.1%
7
<0.1%
13.0
49
<0.1%
5
<0.1%
14.0
33
<0.1%
2
<0.1%
LARGEST VALUES
42.0
2
<0.1%
0
0.0%
34.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
29.0
1
<0.1%
0
0.0%
27.0
2
<0.1%
0
0.0%
25.0
2
<0.1%
0
0.0%
24.0
1
<0.1%
0
0.0%
23.0
1
<0.1%
0
0.0%
22.0
2
<0.1%
0
0.0%
21.0
3
<0.1%
2
<0.1%
20.0
3
<0.1%
0
0.0%
19.0
7
<0.1%
0
0.0%
18.0
7
<0.1%
2
<0.1%
17.0
11
<0.1%
2
<0.1%
16.0
19
<0.1%
2
<0.1%
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.97
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.94
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.92
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.88
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.86
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.86
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.83
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.82
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.82
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.78
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.78
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.68
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.50
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.50

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.09
NAME_CONTRACT_TYPE
0.08
FLAG_EMP_PHONE
0.08
FLAG_OWN_REALTY
0.07
OCCUPATION_TYPE
0.07
FLAG_WORK_PHONE
0.07
NAME_FAMILY_STATUS
0.06
CODE_GENDER
0.06
FLAG_DOCUMENT_3
0.06
NAME_EDUCATION_TYPE
0.06
FLAG_OWN_CAR
0.05
NAME_HOUSING_TYPE
0.05
NAME_TYPE_SUITE
0.04
MOST FREQUENT VALUES
0.0
87,288
32.7%
7,153
30.0%
1.0
46,952
17.6%
3,817
16.0%
2.0
33,953
12.7%
2,956
12.4%
3.0
24,924
9.3%
2,267
9.5%
4.0
18,523
6.9%
1,730
7.3%
5.0
13,778
5.2%
1,315
5.5%
6.0
10,107
3.8%
1,021
4.3%
7.0
7,820
2.9%
827
3.5%
8.0
5,740
2.1%
612
2.6%
9.0
4,267
1.6%
487
2.0%
10.0
3,190
1.2%
361
1.5%
11.0
2,380
0.9%
257
1.1%
12.0
1,804
0.7%
189
0.8%
13.0
1,426
0.5%
196
0.8%
14.0
1,068
0.4%
130
0.5%
SMALLEST VALUES
0.0
87,288
32.7%
7,153
30.0%
1.0
46,952
17.6%
3,817
16.0%
2.0
33,953
12.7%
2,956
12.4%
3.0
24,924
9.3%
2,267
9.5%
4.0
18,523
6.9%
1,730
7.3%
5.0
13,778
5.2%
1,315
5.5%
6.0
10,107
3.8%
1,021
4.3%
7.0
7,820
2.9%
827
3.5%
8.0
5,740
2.1%
612
2.6%
9.0
4,267
1.6%
487
2.0%
10.0
3,190
1.2%
361
1.5%
11.0
2,380
0.9%
257
1.1%
12.0
1,804
0.7%
189
0.8%
13.0
1,426
0.5%
196
0.8%
14.0
1,068
0.4%
130
0.5%
LARGEST VALUES
68.0
1
<0.1%
0
0.0%
64.0
1
<0.1%
0
0.0%
62.0
3
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
58.0
1
<0.1%
1
<0.1%
57.0
1
<0.1%
0
0.0%
56.0
1
<0.1%
0
0.0%
55.0
2
<0.1%
0
0.0%
53.0
2
<0.1%
1
<0.1%
52.0
2
<0.1%
0
0.0%
49.0
2
<0.1%
1
<0.1%
48.0
1
<0.1%
0
0.0%
47.0
2
<0.1%
1
<0.1%
46.0
3
<0.1%
1
<0.1%
44.0
1
<0.1%
1
<0.1%
NAME_PORTFOLIO_Cash_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.88
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.86
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.86
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.85
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.82
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.76
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.76
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.66
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.63
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.57
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.57
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.51
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.50
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.12
NAME_INCOME_TYPE
0.12
FLAG_EMP_PHONE
0.11
OCCUPATION_TYPE
0.09
NAME_FAMILY_STATUS
0.08
CODE_GENDER
0.07
NAME_CONTRACT_TYPE
0.07
NAME_EDUCATION_TYPE
0.06
FLAG_OWN_REALTY
0.06
FLAG_DOCUMENT_6
0.06
NAME_HOUSING_TYPE
0.05
FLAG_WORK_PHONE
0.05
REG_CITY_NOT_WORK_CITY
0.05
FLAG_OWN_CAR
0.05
MOST FREQUENT VALUES
0.0
130,612
48.9%
11,244
47.2%
1.0
57,310
21.4%
5,123
21.5%
2.0
30,981
11.6%
2,764
11.6%
3.0
17,864
6.7%
1,640
6.9%
4.0
10,778
4.0%
1,019
4.3%
5.0
6,714
2.5%
655
2.7%
6.0
4,220
1.6%
442
1.9%
7.0
2,760
1.0%
298
1.2%
8.0
1,733
0.6%
187
0.8%
9.0
1,308
0.5%
128
0.5%
10.0
855
0.3%
92
0.4%
11.0
599
0.2%
68
0.3%
12.0
404
0.2%
52
0.2%
13.0
298
0.1%
30
0.1%
14.0
202
<0.1%
24
0.1%
SMALLEST VALUES
0.0
130,612
48.9%
11,244
47.2%
1.0
57,310
21.4%
5,123
21.5%
2.0
30,981
11.6%
2,764
11.6%
3.0
17,864
6.7%
1,640
6.9%
4.0
10,778
4.0%
1,019
4.3%
5.0
6,714
2.5%
655
2.7%
6.0
4,220
1.6%
442
1.9%
7.0
2,760
1.0%
298
1.2%
8.0
1,733
0.6%
187
0.8%
9.0
1,308
0.5%
128
0.5%
10.0
855
0.3%
92
0.4%
11.0
599
0.2%
68
0.3%
12.0
404
0.2%
52
0.2%
13.0
298
0.1%
30
0.1%
14.0
202
<0.1%
24
0.1%
LARGEST VALUES
51.0
1
<0.1%
0
0.0%
42.0
1
<0.1%
0
0.0%
41.0
2
<0.1%
0
0.0%
36.0
1
<0.1%
0
0.0%
34.0
1
<0.1%
0
0.0%
33.0
2
<0.1%
0
0.0%
32.0
4
<0.1%
0
0.0%
31.0
2
<0.1%
1
<0.1%
30.0
5
<0.1%
1
<0.1%
29.0
2
<0.1%
1
<0.1%
28.0
1
<0.1%
1
<0.1%
27.0
6
<0.1%
1
<0.1%
26.0
4
<0.1%
0
0.0%
25.0
4
<0.1%
3
<0.1%
24.0
7
<0.1%
2
<0.1%
NAME_PORTFOLIO_POS_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.97
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.86
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.83
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.66
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
0.64
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.49
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.49
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.46
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.46
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.45
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.42
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.38
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
0.37
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.08
REGION_RATING_CLIENT
0.07
OCCUPATION_TYPE
0.06
FLAG_OWN_CAR
0.06
FLAG_EMP_PHONE
0.06
REGION_RATING_CLIENT_W_CITY
0.06
FLAG_DOCUMENT_6
0.05
FLAG_DOCUMENT_18
0.05
FLAG_DOCUMENT_16
0.05
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_11
0.04
NAME_EDUCATION_TYPE
0.04
NAME_FAMILY_STATUS
0.04
MOST FREQUENT VALUES
1.0
106,772
40.0%
10,328
43.3%
2.0
65,183
24.4%
5,544
23.3%
3.0
35,114
13.1%
2,819
11.8%
0.0
20,856
7.8%
2,251
9.4%
4.0
18,421
6.9%
1,362
5.7%
5.0
9,638
3.6%
690
2.9%
6.0
5,043
1.9%
352
1.5%
7.0
2,693
1.0%
204
0.9%
8.0
1,430
0.5%
115
0.5%
9.0
814
0.3%
53
0.2%
10.0
454
0.2%
62
0.3%
11.0
299
0.1%
20
<0.1%
12.0
174
<0.1%
11
<0.1%
13.0
107
<0.1%
9
<0.1%
14.0
59
<0.1%
4
<0.1%
SMALLEST VALUES
0.0
20,856
7.8%
2,251
9.4%
1.0
106,772
40.0%
10,328
43.3%
2.0
65,183
24.4%
5,544
23.3%
3.0
35,114
13.1%
2,819
11.8%
4.0
18,421
6.9%
1,362
5.7%
5.0
9,638
3.6%
690
2.9%
6.0
5,043
1.9%
352
1.5%
7.0
2,693
1.0%
204
0.9%
8.0
1,430
0.5%
115
0.5%
9.0
814
0.3%
53
0.2%
10.0
454
0.2%
62
0.3%
11.0
299
0.1%
20
<0.1%
12.0
174
<0.1%
11
<0.1%
13.0
107
<0.1%
9
<0.1%
14.0
59
<0.1%
4
<0.1%
LARGEST VALUES
43.0
1
<0.1%
0
0.0%
38.0
1
<0.1%
0
0.0%
36.0
1
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
29.0
2
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
26.0
2
<0.1%
0
0.0%
25.0
1
<0.1%
0
0.0%
24.0
4
<0.1%
0
0.0%
23.0
3
<0.1%
0
0.0%
22.0
6
<0.1%
4
<0.1%
21.0
6
<0.1%
3
<0.1%
20.0
8
<0.1%
3
<0.1%
19.0
17
<0.1%
0
0.0%
NAME_PORTFOLIO_XNA_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.92
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.85
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.80
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.79
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.78
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.76
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.71
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.71
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.50
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.47
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.43
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.43
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.40
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
0.08
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.06
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.05
NAME_INCOME_TYPE
0.05
NAME_CONTRACT_TYPE
0.04
OCCUPATION_TYPE
0.04
FLAG_EMP_PHONE
0.04
FLAG_DOCUMENT_3
0.03
FLAG_PHONE
0.03
NAME_TYPE_SUITE
0.03
NAME_FAMILY_STATUS
0.03
CODE_GENDER
0.03
NAME_EDUCATION_TYPE
0.03
MOST FREQUENT VALUES
0.0
150,956
56.5%
12,478
52.3%
1.0
52,352
19.6%
4,652
19.5%
2.0
27,068
10.1%
2,613
11.0%
3.0
15,019
5.6%
1,499
6.3%
4.0
8,595
3.2%
983
4.1%
5.0
4,974
1.9%
581
2.4%
6.0
2,978
1.1%
353
1.5%
7.0
1,856
0.7%
221
0.9%
8.0
1,084
0.4%
136
0.6%
9.0
750
0.3%
96
0.4%
10.0
528
0.2%
64
0.3%
11.0
278
0.1%
39
0.2%
12.0
203
<0.1%
31
0.1%
13.0
144
<0.1%
26
0.1%
14.0
126
<0.1%
19
<0.1%
SMALLEST VALUES
0.0
150,956
56.5%
12,478
52.3%
1.0
52,352
19.6%
4,652
19.5%
2.0
27,068
10.1%
2,613
11.0%
3.0
15,019
5.6%
1,499
6.3%
4.0
8,595
3.2%
983
4.1%
5.0
4,974
1.9%
581
2.4%
6.0
2,978
1.1%
353
1.5%
7.0
1,856
0.7%
221
0.9%
8.0
1,084
0.4%
136
0.6%
9.0
750
0.3%
96
0.4%
10.0
528
0.2%
64
0.3%
11.0
278
0.1%
39
0.2%
12.0
203
<0.1%
31
0.1%
13.0
144
<0.1%
26
0.1%
14.0
126
<0.1%
19
<0.1%
LARGEST VALUES
59.0
1
<0.1%
0
0.0%
57.0
1
<0.1%
0
0.0%
53.0
1
<0.1%
0
0.0%
52.0
2
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
49.0
1
<0.1%
0
0.0%
38.0
1
<0.1%
0
0.0%
37.0
1
<0.1%
0
0.0%
36.0
2
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
30.0
2
<0.1%
0
0.0%
29.0
1
<0.1%
0
0.0%
28.0
3
<0.1%
0
0.0%
27.0
4
<0.1%
0
0.0%
26.0
4
<0.1%
1
<0.1%
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.55
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.53
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.51
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.50
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.47
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.47
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.42
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.40
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.36
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.33
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.33
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.30
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.28
CHANNEL_TYPE_Other_count_HCredit_PApp
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.08
NAME_INCOME_TYPE
0.07
FLAG_EMP_PHONE
0.06
OCCUPATION_TYPE
0.05
NAME_CONTRACT_TYPE
0.05
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_6
0.04
NAME_CONTRACT_TYPE_XNA_count_HCredit_PApp
0.04
NAME_FAMILY_STATUS
0.03
CREDIT_ACTIVE_Sold_count_Bureau
0.03
FLAG_OWN_REALTY
0.03
FLAG_WORK_PHONE
0.02
NAME_TYPE_SUITE
0.02
REGION_RATING_CLIENT_W_CITY
0.02
MOST FREQUENT VALUES
0.0
202,523
75.8%
15,871
66.6%
1.0
41,972
15.7%
4,617
19.4%
2.0
12,305
4.6%
1,600
6.7%
3.0
4,890
1.8%
745
3.1%
4.0
2,397
0.9%
391
1.6%
5.0
1,232
0.5%
244
1.0%
6.0
713
0.3%
124
0.5%
7.0
410
0.2%
73
0.3%
8.0
267
<0.1%
55
0.2%
9.0
123
<0.1%
37
0.2%
10.0
117
<0.1%
23
<0.1%
11.0
80
<0.1%
19
<0.1%
12.0
55
<0.1%
13
<0.1%
13.0
35
<0.1%
12
<0.1%
14.0
23
<0.1%
2
<0.1%
SMALLEST VALUES
0.0
202,523
75.8%
15,871
66.6%
1.0
41,972
15.7%
4,617
19.4%
2.0
12,305
4.6%
1,600
6.7%
3.0
4,890
1.8%
745
3.1%
4.0
2,397
0.9%
391
1.6%
5.0
1,232
0.5%
244
1.0%
6.0
713
0.3%
124
0.5%
7.0
410
0.2%
73
0.3%
8.0
267
<0.1%
55
0.2%
9.0
123
<0.1%
37
0.2%
10.0
117
<0.1%
23
<0.1%
11.0
80
<0.1%
19
<0.1%
12.0
55
<0.1%
13
<0.1%
13.0
35
<0.1%
12
<0.1%
14.0
23
<0.1%
2
<0.1%
LARGEST VALUES
42.0
1
<0.1%
0
0.0%
39.0
1
<0.1%
0
0.0%
36.0
1
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
28.0
2
<0.1%
0
0.0%
27.0
3
<0.1%
1
<0.1%
26.0
1
<0.1%
0
0.0%
24.0
4
<0.1%
2
<0.1%
23.0
3
<0.1%
0
0.0%
22.0
3
<0.1%
0
0.0%
21.0
3
<0.1%
1
<0.1%
20.0
4
<0.1%
0
0.0%
19.0
4
<0.1%
1
<0.1%
18.0
5
<0.1%
1
<0.1%
17.0
7
<0.1%
2
<0.1%
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.88
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.84
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.82
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.82
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.78
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.74
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.73
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.69
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.57
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.55
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.55
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.53
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.46
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.14
NAME_INCOME_TYPE
0.13
FLAG_EMP_PHONE
0.13
OCCUPATION_TYPE
0.10
CODE_GENDER
0.09
NAME_CONTRACT_TYPE
0.08
NAME_FAMILY_STATUS
0.08
NAME_EDUCATION_TYPE
0.07
FLAG_WORK_PHONE
0.07
FLAG_DOCUMENT_6
0.07
FLAG_OWN_REALTY
0.06
REG_CITY_NOT_WORK_CITY
0.06
NAME_HOUSING_TYPE
0.06
FLAG_OWN_CAR
0.06
MOST FREQUENT VALUES
0.0
127,980
47.9%
11,790
49.4%
1.0
55,394
20.7%
4,788
20.1%
2.0
34,142
12.8%
2,895
12.1%
3.0
20,001
7.5%
1,701
7.1%
4.0
11,605
4.3%
1,036
4.3%
5.0
6,679
2.5%
552
2.3%
6.0
4,138
1.5%
402
1.7%
7.0
2,461
0.9%
252
1.1%
8.0
1,654
0.6%
141
0.6%
9.0
1,025
0.4%
94
0.4%
10.0
665
0.2%
60
0.3%
11.0
460
0.2%
31
0.1%
12.0
310
0.1%
35
0.1%
13.0
223
<0.1%
11
<0.1%
14.0
141
<0.1%
17
<0.1%
SMALLEST VALUES
0.0
127,980
47.9%
11,790
49.4%
1.0
55,394
20.7%
4,788
20.1%
2.0
34,142
12.8%
2,895
12.1%
3.0
20,001
7.5%
1,701
7.1%
4.0
11,605
4.3%
1,036
4.3%
5.0
6,679
2.5%
552
2.3%
6.0
4,138
1.5%
402
1.7%
7.0
2,461
0.9%
252
1.1%
8.0
1,654
0.6%
141
0.6%
9.0
1,025
0.4%
94
0.4%
10.0
665
0.2%
60
0.3%
11.0
460
0.2%
31
0.1%
12.0
310
0.1%
35
0.1%
13.0
223
<0.1%
11
<0.1%
14.0
141
<0.1%
17
<0.1%
LARGEST VALUES
51.0
1
<0.1%
0
0.0%
46.0
1
<0.1%
0
0.0%
33.0
1
<0.1%
0
0.0%
32.0
1
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
28.0
3
<0.1%
0
0.0%
26.0
4
<0.1%
1
<0.1%
25.0
3
<0.1%
0
0.0%
24.0
3
<0.1%
3
<0.1%
23.0
10
<0.1%
0
0.0%
22.0
8
<0.1%
1
<0.1%
21.0
14
<0.1%
0
0.0%
20.0
18
<0.1%
5
<0.1%
19.0
22
<0.1%
1
<0.1%
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.95
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.92
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.89
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.80
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.79
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.79
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.78
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.76
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.76
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.76
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.73
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.56
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.44
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
0.12
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.09
FLAG_EMP_PHONE
0.08
FLAG_OWN_REALTY
0.08
OCCUPATION_TYPE
0.07
NAME_CONTRACT_TYPE
0.07
CODE_GENDER
0.05
NAME_FAMILY_STATUS
0.05
REG_CITY_NOT_WORK_CITY
0.05
FLAG_OWN_CAR
0.05
FLAG_DOCUMENT_3
0.04
NAME_HOUSING_TYPE
0.04
NAME_TYPE_SUITE
0.04
MOST FREQUENT VALUES
0.0
126,832
47.5%
11,084
46.5%
1.0
36,413
13.6%
2,931
12.3%
2.0
27,763
10.4%
2,388
10.0%
3.0
19,960
7.5%
1,849
7.8%
4.0
14,781
5.5%
1,375
5.8%
5.0
10,624
4.0%
969
4.1%
6.0
7,875
2.9%
778
3.3%
7.0
5,841
2.2%
609
2.6%
8.0
4,295
1.6%
474
2.0%
9.0
3,102
1.2%
328
1.4%
10.0
2,302
0.9%
244
1.0%
11.0
1,711
0.6%
177
0.7%
12.0
1,317
0.5%
132
0.6%
13.0
995
0.4%
105
0.4%
14.0
738
0.3%
69
0.3%
SMALLEST VALUES
0.0
126,832
47.5%
11,084
46.5%
1.0
36,413
13.6%
2,931
12.3%
2.0
27,763
10.4%
2,388
10.0%
3.0
19,960
7.5%
1,849
7.8%
4.0
14,781
5.5%
1,375
5.8%
5.0
10,624
4.0%
969
4.1%
6.0
7,875
2.9%
778
3.3%
7.0
5,841
2.2%
609
2.6%
8.0
4,295
1.6%
474
2.0%
9.0
3,102
1.2%
328
1.4%
10.0
2,302
0.9%
244
1.0%
11.0
1,711
0.6%
177
0.7%
12.0
1,317
0.5%
132
0.6%
13.0
995
0.4%
105
0.4%
14.0
738
0.3%
69
0.3%
LARGEST VALUES
68.0
1
<0.1%
0
0.0%
64.0
1
<0.1%
0
0.0%
62.0
1
<0.1%
0
0.0%
58.0
1
<0.1%
1
<0.1%
55.0
1
<0.1%
0
0.0%
54.0
1
<0.1%
0
0.0%
52.0
1
<0.1%
0
0.0%
51.0
1
<0.1%
0
0.0%
48.0
1
<0.1%
0
0.0%
46.0
2
<0.1%
0
0.0%
44.0
3
<0.1%
0
0.0%
41.0
3
<0.1%
1
<0.1%
40.0
2
<0.1%
0
0.0%
39.0
4
<0.1%
1
<0.1%
38.0
3
<0.1%
1
<0.1%
CHANNEL_TYPE_Other_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.37
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.35
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.34
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.33
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.31
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.30
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.29
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.28
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.28
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.27
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.26
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.26
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.25
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
0.08
FLAG_PHONE
0.05
REGION_RATING_CLIENT
0.05
REGION_RATING_CLIENT_W_CITY
0.05
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
NAME_EDUCATION_TYPE
0.04
NAME_CONTRACT_TYPE
0.04
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.03
OCCUPATION_TYPE
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_16
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
MOST FREQUENT VALUES
0.0
164,701
61.6%
14,238
59.7%
1.0
61,075
22.9%
5,266
22.1%
2.0
22,656
8.5%
2,143
9.0%
3.0
9,352
3.5%
939
3.9%
4.0
4,254
1.6%
505
2.1%
5.0
2,150
0.8%
278
1.2%
6.0
1,110
0.4%
140
0.6%
7.0
660
0.2%
103
0.4%
8.0
378
0.1%
85
0.4%
9.0
246
<0.1%
39
0.2%
10.0
189
<0.1%
28
0.1%
11.0
132
<0.1%
17
<0.1%
12.0
69
<0.1%
21
<0.1%
13.0
52
<0.1%
13
<0.1%
14.0
40
<0.1%
5
<0.1%
SMALLEST VALUES
0.0
164,701
61.6%
14,238
59.7%
1.0
61,075
22.9%
5,266
22.1%
2.0
22,656
8.5%
2,143
9.0%
3.0
9,352
3.5%
939
3.9%
4.0
4,254
1.6%
505
2.1%
5.0
2,150
0.8%
278
1.2%
6.0
1,110
0.4%
140
0.6%
7.0
660
0.2%
103
0.4%
8.0
378
0.1%
85
0.4%
9.0
246
<0.1%
39
0.2%
10.0
189
<0.1%
28
0.1%
11.0
132
<0.1%
17
<0.1%
12.0
69
<0.1%
21
<0.1%
13.0
52
<0.1%
13
<0.1%
14.0
40
<0.1%
5
<0.1%
LARGEST VALUES
57.0
1
<0.1%
0
0.0%
40.0
1
<0.1%
0
0.0%
39.0
1
<0.1%
0
0.0%
37.0
1
<0.1%
1
<0.1%
35.0
1
<0.1%
0
0.0%
33.0
1
<0.1%
0
0.0%
32.0
1
<0.1%
0
0.0%
31.0
2
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
29.0
2
<0.1%
0
0.0%
28.0
1
<0.1%
1
<0.1%
27.0
1
<0.1%
0
0.0%
26.0
1
<0.1%
1
<0.1%
25.0
1
<0.1%
2
<0.1%
24.0
2
<0.1%
0
0.0%
CHANNEL_TYPE_Stone_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
0.55
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.49
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.49
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.47
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.41
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
0.28
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.26
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.26
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.25
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.23
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.23
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.22
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.20
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.12
REGION_RATING_CLIENT_W_CITY
0.12
ORGANIZATION_TYPE
0.08
NAME_INCOME_TYPE
0.08
NAME_EDUCATION_TYPE
0.07
NAME_FAMILY_STATUS
0.05
CODE_GENDER
0.05
FLAG_DOCUMENT_8
0.05
FLAG_DOCUMENT_3
0.05
REG_REGION_NOT_WORK_REGION
0.04
OCCUPATION_TYPE
0.04
FLAG_WORK_PHONE
0.04
FLAG_EMP_PHONE
0.04
NAME_HOUSING_TYPE
0.04
MOST FREQUENT VALUES
0.0
158,527
59.3%
15,127
63.4%
1.0
72,546
27.1%
5,878
24.7%
2.0
22,352
8.4%
1,800
7.5%
3.0
8,007
3.0%
604
2.5%
4.0
3,132
1.2%
233
1.0%
5.0
1,353
0.5%
90
0.4%
6.0
626
0.2%
48
0.2%
7.0
302
0.1%
25
0.1%
8.0
165
<0.1%
16
<0.1%
9.0
79
<0.1%
8
<0.1%
10.0
41
<0.1%
5
<0.1%
11.0
22
<0.1%
4
<0.1%
13.0
16
<0.1%
0
0.0%
14.0
13
<0.1%
0
0.0%
12.0
13
<0.1%
5
<0.1%
SMALLEST VALUES
0.0
158,527
59.3%
15,127
63.4%
1.0
72,546
27.1%
5,878
24.7%
2.0
22,352
8.4%
1,800
7.5%
3.0
8,007
3.0%
604
2.5%
4.0
3,132
1.2%
233
1.0%
5.0
1,353
0.5%
90
0.4%
6.0
626
0.2%
48
0.2%
7.0
302
0.1%
25
0.1%
8.0
165
<0.1%
16
<0.1%
9.0
79
<0.1%
8
<0.1%
10.0
41
<0.1%
5
<0.1%
11.0
22
<0.1%
4
<0.1%
12.0
13
<0.1%
5
<0.1%
13.0
16
<0.1%
0
0.0%
14.0
13
<0.1%
0
0.0%
LARGEST VALUES
28.0
1
<0.1%
0
0.0%
25.0
1
<0.1%
0
0.0%
22.0
1
<0.1%
0
0.0%
19.0
1
<0.1%
0
0.0%
18.0
2
<0.1%
0
0.0%
17.0
4
<0.1%
0
0.0%
16.0
3
<0.1%
0
0.0%
15.0
5
<0.1%
1
<0.1%
14.0
13
<0.1%
0
0.0%
13.0
16
<0.1%
0
0.0%
12.0
13
<0.1%
5
<0.1%
11.0
22
<0.1%
4
<0.1%
10.0
41
<0.1%
5
<0.1%
9.0
79
<0.1%
8
<0.1%
8.0
165
<0.1%
16
<0.1%
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
0.81
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.74
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.66
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.65
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.60
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.41
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.39
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.37
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.34
NAME_YIELD_GROUP_low_action_count_HCredit_PApp
0.32
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.29
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.27
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.26
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.08
REGION_RATING_CLIENT
0.06
NAME_EDUCATION_TYPE
0.05
NAME_FAMILY_STATUS
0.05
REGION_RATING_CLIENT_W_CITY
0.05
CODE_GENDER
0.04
FLAG_OWN_CAR
0.04
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_16
0.03
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_18
0.03
NAME_TYPE_SUITE
0.03
FLAG_DOCUMENT_14
0.02
MOST FREQUENT VALUES
0.0
100,479
37.6%
9,862
41.4%
1.0
90,173
33.7%
7,885
33.1%
2.0
40,884
15.3%
3,348
14.0%
3.0
18,467
6.9%
1,480
6.2%
4.0
8,676
3.2%
614
2.6%
5.0
4,054
1.5%
286
1.2%
6.0
2,029
0.8%
158
0.7%
7.0
1,049
0.4%
82
0.3%
8.0
543
0.2%
37
0.2%
9.0
298
0.1%
27
0.1%
10.0
194
<0.1%
19
<0.1%
11.0
105
<0.1%
10
<0.1%
12.0
82
<0.1%
15
<0.1%
13.0
48
<0.1%
7
<0.1%
14.0
35
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
100,479
37.6%
9,862
41.4%
1.0
90,173
33.7%
7,885
33.1%
2.0
40,884
15.3%
3,348
14.0%
3.0
18,467
6.9%
1,480
6.2%
4.0
8,676
3.2%
614
2.6%
5.0
4,054
1.5%
286
1.2%
6.0
2,029
0.8%
158
0.7%
7.0
1,049
0.4%
82
0.3%
8.0
543
0.2%
37
0.2%
9.0
298
0.1%
27
0.1%
10.0
194
<0.1%
19
<0.1%
11.0
105
<0.1%
10
<0.1%
12.0
82
<0.1%
15
<0.1%
13.0
48
<0.1%
7
<0.1%
14.0
35
<0.1%
3
<0.1%
LARGEST VALUES
48.0
1
<0.1%
0
0.0%
42.0
2
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
29.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
25.0
2
<0.1%
0
0.0%
24.0
1
<0.1%
0
0.0%
23.0
2
<0.1%
0
0.0%
22.0
3
<0.1%
0
0.0%
21.0
9
<0.1%
0
0.0%
20.0
8
<0.1%
0
0.0%
19.0
11
<0.1%
1
<0.1%
18.0
9
<0.1%
2
<0.1%
17.0
14
<0.1%
2
<0.1%
16.0
11
<0.1%
1
<0.1%
NAME_SELLER_INDUSTRY_Other_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.55
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.47
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.37
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.35
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.31
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.27
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.25
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.18
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.17
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.16
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.14
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.11
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.11
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CODE_GENDER
0.09
ORGANIZATION_TYPE
0.06
OCCUPATION_TYPE
0.06
NAME_INCOME_TYPE
0.06
FLAG_OWN_REALTY
0.05
REGION_RATING_CLIENT
0.05
FLAG_EMP_PHONE
0.05
REGION_RATING_CLIENT_W_CITY
0.04
NAME_HOUSING_TYPE
0.04
NAME_FAMILY_STATUS
0.04
REG_REGION_NOT_WORK_REGION
0.03
REG_CITY_NOT_WORK_CITY
0.03
FLAG_DOCUMENT_8
0.03
REG_CITY_NOT_LIVE_CITY
0.03
MOST FREQUENT VALUES
0.0
187,419
70.1%
18,256
76.6%
1.0
59,437
22.2%
4,239
17.8%
2.0
14,057
5.3%
918
3.8%
3.0
4,044
1.5%
278
1.2%
4.0
1,301
0.5%
90
0.4%
5.0
521
0.2%
27
0.1%
6.0
201
<0.1%
14
<0.1%
7.0
121
<0.1%
11
<0.1%
8.0
49
<0.1%
5
<0.1%
9.0
24
<0.1%
3
<0.1%
10.0
11
<0.1%
2
<0.1%
12.0
8
<0.1%
0
0.0%
11.0
6
<0.1%
1
<0.1%
14.0
3
<0.1%
0
0.0%
13.0
3
<0.1%
0
0.0%
SMALLEST VALUES
0.0
187,419
70.1%
18,256
76.6%
1.0
59,437
22.2%
4,239
17.8%
2.0
14,057
5.3%
918
3.8%
3.0
4,044
1.5%
278
1.2%
4.0
1,301
0.5%
90
0.4%
5.0
521
0.2%
27
0.1%
6.0
201
<0.1%
14
<0.1%
7.0
121
<0.1%
11
<0.1%
8.0
49
<0.1%
5
<0.1%
9.0
24
<0.1%
3
<0.1%
10.0
11
<0.1%
2
<0.1%
11.0
6
<0.1%
1
<0.1%
12.0
8
<0.1%
0
0.0%
13.0
3
<0.1%
0
0.0%
14.0
3
<0.1%
0
0.0%
LARGEST VALUES
28.0
1
<0.1%
0
0.0%
24.0
1
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
19.0
1
<0.1%
0
0.0%
16.0
2
<0.1%
0
0.0%
15.0
1
<0.1%
0
0.0%
14.0
3
<0.1%
0
0.0%
13.0
3
<0.1%
0
0.0%
12.0
8
<0.1%
0
0.0%
11.0
6
<0.1%
1
<0.1%
10.0
11
<0.1%
2
<0.1%
9.0
24
<0.1%
3
<0.1%
8.0
49
<0.1%
5
<0.1%
7.0
121
<0.1%
11
<0.1%
6.0
201
<0.1%
14
<0.1%
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.97
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.95
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.92
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.85
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.82
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.82
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.81
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.80
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.80
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.80
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.78
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.64
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.48
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.09
FLAG_WORK_PHONE
0.08
NAME_INCOME_TYPE
0.08
FLAG_EMP_PHONE
0.08
NAME_CONTRACT_TYPE
0.07
FLAG_OWN_REALTY
0.07
OCCUPATION_TYPE
0.07
CODE_GENDER
0.06
NAME_FAMILY_STATUS
0.06
FLAG_DOCUMENT_3
0.05
NAME_EDUCATION_TYPE
0.05
FLAG_OWN_CAR
0.05
NAME_TYPE_SUITE
0.05
NAME_HOUSING_TYPE
0.04
MOST FREQUENT VALUES
0.0
104,188
39.0%
8,739
36.6%
1.0
42,156
15.8%
3,428
14.4%
2.0
31,343
11.7%
2,685
11.3%
3.0
22,802
8.5%
2,101
8.8%
4.0
17,138
6.4%
1,606
6.7%
5.0
12,453
4.7%
1,189
5.0%
6.0
9,171
3.4%
946
4.0%
7.0
6,950
2.6%
729
3.1%
8.0
5,104
1.9%
570
2.4%
9.0
3,847
1.4%
417
1.7%
10.0
2,772
1.0%
299
1.3%
11.0
2,076
0.8%
247
1.0%
12.0
1,574
0.6%
162
0.7%
13.0
1,258
0.5%
166
0.7%
14.0
928
0.3%
107
0.4%
SMALLEST VALUES
0.0
104,188
39.0%
8,739
36.6%
1.0
42,156
15.8%
3,428
14.4%
2.0
31,343
11.7%
2,685
11.3%
3.0
22,802
8.5%
2,101
8.8%
4.0
17,138
6.4%
1,606
6.7%
5.0
12,453
4.7%
1,189
5.0%
6.0
9,171
3.4%
946
4.0%
7.0
6,950
2.6%
729
3.1%
8.0
5,104
1.9%
570
2.4%
9.0
3,847
1.4%
417
1.7%
10.0
2,772
1.0%
299
1.3%
11.0
2,076
0.8%
247
1.0%
12.0
1,574
0.6%
162
0.7%
13.0
1,258
0.5%
166
0.7%
14.0
928
0.3%
107
0.4%
LARGEST VALUES
68.0
1
<0.1%
0
0.0%
64.0
1
<0.1%
0
0.0%
62.0
2
<0.1%
0
0.0%
59.0
1
<0.1%
0
0.0%
57.0
1
<0.1%
0
0.0%
56.0
1
<0.1%
0
0.0%
54.0
1
<0.1%
0
0.0%
53.0
1
<0.1%
1
<0.1%
52.0
3
<0.1%
0
0.0%
48.0
2
<0.1%
0
0.0%
47.0
1
<0.1%
0
0.0%
46.0
2
<0.1%
0
0.0%
45.0
2
<0.1%
2
<0.1%
44.0
2
<0.1%
0
0.0%
43.0
1
<0.1%
1
<0.1%
NAME_YIELD_GROUP_high_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.50
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
0.50
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.47
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.47
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.45
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.43
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.43
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.42
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.42
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.40
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.39
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.38
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.34
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
0.08
OCCUPATION_TYPE
0.08
FLAG_DOCUMENT_3
0.08
ORGANIZATION_TYPE
0.07
NAME_INCOME_TYPE
0.06
NAME_CONTRACT_TYPE
0.05
FLAG_EMP_PHONE
0.05
FLAG_DOCUMENT_6
0.04
FLAG_DOCUMENT_16
0.04
FLAG_DOCUMENT_18
0.04
REGION_RATING_CLIENT
0.03
REGION_RATING_CLIENT_W_CITY
0.03
FLAG_DOCUMENT_11
0.03
REG_CITY_NOT_WORK_CITY
0.03
MOST FREQUENT VALUES
0.0
118,144
44.2%
9,077
38.1%
1.0
81,742
30.6%
7,699
32.3%
2.0
37,345
14.0%
3,720
15.6%
3.0
15,963
6.0%
1,642
6.9%
4.0
7,040
2.6%
764
3.2%
5.0
3,238
1.2%
415
1.7%
6.0
1,622
0.6%
226
0.9%
7.0
889
0.3%
110
0.5%
8.0
463
0.2%
66
0.3%
9.0
287
0.1%
45
0.2%
10.0
172
<0.1%
29
0.1%
11.0
87
<0.1%
24
0.1%
12.0
73
<0.1%
11
<0.1%
13.0
42
<0.1%
2
<0.1%
14.0
26
<0.1%
3
<0.1%
SMALLEST VALUES
0.0
118,144
44.2%
9,077
38.1%
1.0
81,742
30.6%
7,699
32.3%
2.0
37,345
14.0%
3,720
15.6%
3.0
15,963
6.0%
1,642
6.9%
4.0
7,040
2.6%
764
3.2%
5.0
3,238
1.2%
415
1.7%
6.0
1,622
0.6%
226
0.9%
7.0
889
0.3%
110
0.5%
8.0
463
0.2%
66
0.3%
9.0
287
0.1%
45
0.2%
10.0
172
<0.1%
29
0.1%
11.0
87
<0.1%
24
0.1%
12.0
73
<0.1%
11
<0.1%
13.0
42
<0.1%
2
<0.1%
14.0
26
<0.1%
3
<0.1%
LARGEST VALUES
38.0
1
<0.1%
0
0.0%
31.0
1
<0.1%
0
0.0%
29.0
2
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
26.0
1
<0.1%
0
0.0%
25.0
2
<0.1%
1
<0.1%
24.0
2
<0.1%
0
0.0%
23.0
4
<0.1%
0
0.0%
22.0
2
<0.1%
0
0.0%
21.0
2
<0.1%
0
0.0%
20.0
2
<0.1%
2
<0.1%
19.0
7
<0.1%
1
<0.1%
18.0
9
<0.1%
0
0.0%
17.0
11
<0.1%
0
0.0%
16.0
13
<0.1%
1
<0.1%
NAME_YIELD_GROUP_low_action_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.32
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.30
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.30
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.26
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.26
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.25
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.24
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.22
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.22
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.20
AMT_APPLICATION_HCredit_PApp
0.18
AMT_CREDIT_HCredit_PApp
0.18
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.18
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.09
OCCUPATION_TYPE
0.05
NAME_EDUCATION_TYPE
0.04
FLAG_OWN_CAR
0.03
NAME_FAMILY_STATUS
0.03
FLAG_OWN_REALTY
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_3
0.02
REGION_RATING_CLIENT
0.02
NAME_HOUSING_TYPE
0.02
REG_CITY_NOT_WORK_CITY
0.01
REGION_RATING_CLIENT_W_CITY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
REG_REGION_NOT_WORK_REGION
0.01
MOST FREQUENT VALUES
0.0
213,368
79.8%
20,173
84.6%
1.0
41,668
15.6%
2,845
11.9%
2.0
8,208
3.1%
552
2.3%
3.0
2,372
0.9%
163
0.7%
4.0
855
0.3%
53
0.2%
5.0
342
0.1%
23
<0.1%
6.0
157
<0.1%
16
<0.1%
7.0
86
<0.1%
1
<0.1%
8.0
47
<0.1%
7
<0.1%
9.0
30
<0.1%
3
<0.1%
10.0
24
<0.1%
2
<0.1%
11.0
16
<0.1%
1
<0.1%
12.0
12
<0.1%
3
<0.1%
14.0
8
<0.1%
0
0.0%
13.0
6
<0.1%
1
<0.1%
SMALLEST VALUES
0.0
213,368
79.8%
20,173
84.6%
1.0
41,668
15.6%
2,845
11.9%
2.0
8,208
3.1%
552
2.3%
3.0
2,372
0.9%
163
0.7%
4.0
855
0.3%
53
0.2%
5.0
342
0.1%
23
<0.1%
6.0
157
<0.1%
16
<0.1%
7.0
86
<0.1%
1
<0.1%
8.0
47
<0.1%
7
<0.1%
9.0
30
<0.1%
3
<0.1%
10.0
24
<0.1%
2
<0.1%
11.0
16
<0.1%
1
<0.1%
12.0
12
<0.1%
3
<0.1%
13.0
6
<0.1%
1
<0.1%
14.0
8
<0.1%
0
0.0%
LARGEST VALUES
23.0
1
<0.1%
1
<0.1%
22.0
3
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
20.0
1
<0.1%
0
0.0%
19.0
1
<0.1%
0
0.0%
18.0
1
<0.1%
0
0.0%
17.0
1
<0.1%
0
0.0%
16.0
3
<0.1%
1
<0.1%
15.0
1
<0.1%
0
0.0%
14.0
8
<0.1%
0
0.0%
13.0
6
<0.1%
1
<0.1%
12.0
12
<0.1%
3
<0.1%
11.0
16
<0.1%
1
<0.1%
10.0
24
<0.1%
2
<0.1%
9.0
30
<0.1%
3
<0.1%
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.57
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.54
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.53
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.49
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.48
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.48
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.46
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.46
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.43
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.42
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.39
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.38
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.37
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.11
NAME_INCOME_TYPE
0.09
FLAG_EMP_PHONE
0.08
OCCUPATION_TYPE
0.07
CODE_GENDER
0.07
NAME_FAMILY_STATUS
0.06
FLAG_OWN_REALTY
0.06
NAME_HOUSING_TYPE
0.05
REG_CITY_NOT_WORK_CITY
0.05
FLAG_DOCUMENT_6
0.04
REG_REGION_NOT_WORK_REGION
0.04
REG_CITY_NOT_LIVE_CITY
0.04
NAME_CONTRACT_TYPE
0.03
LIVE_CITY_NOT_WORK_CITY
0.03
MOST FREQUENT VALUES
0.0
122,670
45.9%
12,599
52.8%
1.0
84,813
31.7%
6,865
28.8%
2.0
34,102
12.8%
2,480
10.4%
3.0
13,936
5.2%
997
4.2%
4.0
5,872
2.2%
427
1.8%
5.0
2,647
1.0%
223
0.9%
6.0
1,350
0.5%
101
0.4%
7.0
768
0.3%
57
0.2%
8.0
426
0.2%
32
0.1%
9.0
234
<0.1%
21
<0.1%
10.0
134
<0.1%
17
<0.1%
11.0
95
<0.1%
12
<0.1%
12.0
50
<0.1%
4
<0.1%
13.0
38
<0.1%
1
<0.1%
15.0
22
<0.1%
4
<0.1%
SMALLEST VALUES
0.0
122,670
45.9%
12,599
52.8%
1.0
84,813
31.7%
6,865
28.8%
2.0
34,102
12.8%
2,480
10.4%
3.0
13,936
5.2%
997
4.2%
4.0
5,872
2.2%
427
1.8%
5.0
2,647
1.0%
223
0.9%
6.0
1,350
0.5%
101
0.4%
7.0
768
0.3%
57
0.2%
8.0
426
0.2%
32
0.1%
9.0
234
<0.1%
21
<0.1%
10.0
134
<0.1%
17
<0.1%
11.0
95
<0.1%
12
<0.1%
12.0
50
<0.1%
4
<0.1%
13.0
38
<0.1%
1
<0.1%
14.0
20
<0.1%
0
0.0%
LARGEST VALUES
30.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
25.0
1
<0.1%
0
0.0%
23.0
4
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
20.0
2
<0.1%
3
<0.1%
19.0
2
<0.1%
0
0.0%
18.0
2
<0.1%
0
0.0%
17.0
6
<0.1%
1
<0.1%
16.0
15
<0.1%
1
<0.1%
15.0
22
<0.1%
4
<0.1%
14.0
20
<0.1%
0
0.0%
13.0
38
<0.1%
1
<0.1%
12.0
50
<0.1%
4
<0.1%
11.0
95
<0.1%
12
<0.1%
NAME_YIELD_GROUP_middle_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.57
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.57
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.56
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.55
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.53
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.49
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.49
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.48
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.45
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.42
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.40
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.36
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.35
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.07
NAME_INCOME_TYPE
0.07
FLAG_EMP_PHONE
0.07
NAME_EDUCATION_TYPE
0.06
OCCUPATION_TYPE
0.06
NAME_FAMILY_STATUS
0.05
FLAG_OWN_REALTY
0.05
FLAG_DOCUMENT_18
0.04
NAME_CONTRACT_TYPE
0.04
FLAG_DOCUMENT_16
0.04
FLAG_DOCUMENT_3
0.04
CODE_GENDER
0.04
FLAG_DOCUMENT_11
0.04
NAME_HOUSING_TYPE
0.03
MOST FREQUENT VALUES
0.0
104,726
39.2%
9,830
41.2%
1.0
90,128
33.7%
7,892
33.1%
2.0
39,996
15.0%
3,294
13.8%
3.0
17,205
6.4%
1,406
5.9%
4.0
7,746
2.9%
662
2.8%
5.0
3,541
1.3%
340
1.4%
6.0
1,802
0.7%
192
0.8%
7.0
870
0.3%
96
0.4%
8.0
499
0.2%
57
0.2%
9.0
277
0.1%
26
0.1%
10.0
153
<0.1%
25
0.1%
11.0
103
<0.1%
9
<0.1%
12.0
61
<0.1%
6
<0.1%
13.0
30
<0.1%
2
<0.1%
14.0
27
<0.1%
5
<0.1%
SMALLEST VALUES
0.0
104,726
39.2%
9,830
41.2%
1.0
90,128
33.7%
7,892
33.1%
2.0
39,996
15.0%
3,294
13.8%
3.0
17,205
6.4%
1,406
5.9%
4.0
7,746
2.9%
662
2.8%
5.0
3,541
1.3%
340
1.4%
6.0
1,802
0.7%
192
0.8%
7.0
870
0.3%
96
0.4%
8.0
499
0.2%
57
0.2%
9.0
277
0.1%
26
0.1%
10.0
153
<0.1%
25
0.1%
11.0
103
<0.1%
9
<0.1%
12.0
61
<0.1%
6
<0.1%
13.0
30
<0.1%
2
<0.1%
14.0
27
<0.1%
5
<0.1%
LARGEST VALUES
52.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
24.0
1
<0.1%
0
0.0%
22.0
1
<0.1%
0
0.0%
21.0
1
<0.1%
0
0.0%
20.0
2
<0.1%
1
<0.1%
19.0
1
<0.1%
0
0.0%
18.0
6
<0.1%
0
0.0%
17.0
6
<0.1%
0
0.0%
16.0
8
<0.1%
0
0.0%
15.0
19
<0.1%
1
<0.1%
14.0
27
<0.1%
5
<0.1%
13.0
30
<0.1%
2
<0.1%
12.0
61
<0.1%
6
<0.1%
PRODUCT_COMBINATION_Other_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.86
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.86
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.85
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.82
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.82
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.76
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.76
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.76
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.69
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.64
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.59
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.56
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
0.54
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.09
FLAG_OWN_REALTY
0.08
CODE_GENDER
0.08
NAME_CONTRACT_TYPE
0.07
NAME_INCOME_TYPE
0.07
FLAG_EMP_PHONE
0.07
OCCUPATION_TYPE
0.07
NAME_FAMILY_STATUS
0.07
FLAG_DOCUMENT_3
0.06
FLAG_WORK_PHONE
0.05
NAME_HOUSING_TYPE
0.05
NAME_EDUCATION_TYPE
0.04
NAME_TYPE_SUITE
0.04
REG_CITY_NOT_WORK_CITY
0.04
MOST FREQUENT VALUES
1.0
68,341
25.6%
5,609
23.5%
0.0
47,725
17.9%
4,768
20.0%
2.0
47,464
17.8%
3,853
16.2%
3.0
34,001
12.7%
2,874
12.1%
4.0
22,835
8.5%
2,019
8.5%
5.0
15,269
5.7%
1,400
5.9%
6.0
10,048
3.8%
968
4.1%
7.0
6,812
2.5%
707
3.0%
8.0
4,535
1.7%
487
2.0%
9.0
3,041
1.1%
330
1.4%
10.0
1,977
0.7%
216
0.9%
11.0
1,449
0.5%
136
0.6%
12.0
1,042
0.4%
127
0.5%
13.0
706
0.3%
92
0.4%
14.0
520
0.2%
50
0.2%
SMALLEST VALUES
0.0
47,725
17.9%
4,768
20.0%
1.0
68,341
25.6%
5,609
23.5%
2.0
47,464
17.8%
3,853
16.2%
3.0
34,001
12.7%
2,874
12.1%
4.0
22,835
8.5%
2,019
8.5%
5.0
15,269
5.7%
1,400
5.9%
6.0
10,048
3.8%
968
4.1%
7.0
6,812
2.5%
707
3.0%
8.0
4,535
1.7%
487
2.0%
9.0
3,041
1.1%
330
1.4%
10.0
1,977
0.7%
216
0.9%
11.0
1,449
0.5%
136
0.6%
12.0
1,042
0.4%
127
0.5%
13.0
706
0.3%
92
0.4%
14.0
520
0.2%
50
0.2%
LARGEST VALUES
59.0
1
<0.1%
0
0.0%
49.0
2
<0.1%
0
0.0%
45.0
1
<0.1%
0
0.0%
44.0
1
<0.1%
1
<0.1%
43.0
1
<0.1%
1
<0.1%
42.0
1
<0.1%
0
0.0%
41.0
1
<0.1%
0
0.0%
39.0
1
<0.1%
1
<0.1%
38.0
3
<0.1%
0
0.0%
37.0
2
<0.1%
0
0.0%
36.0
4
<0.1%
0
0.0%
35.0
1
<0.1%
4
<0.1%
34.0
5
<0.1%
2
<0.1%
33.0
6
<0.1%
1
<0.1%
32.0
2
<0.1%
1
<0.1%
PRODUCT_COMBINATION_POS household with interest_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.81
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.71
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.64
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.62
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.55
NAME_YIELD_GROUP_middle_count_HCredit_PApp
0.34
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.31
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.31
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.30
CHANNEL_TYPE_Stone_count_HCredit_PApp
0.28
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.24
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.24
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.22
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
0.06
ORGANIZATION_TYPE
0.06
CODE_GENDER
0.05
OCCUPATION_TYPE
0.05
REGION_RATING_CLIENT
0.05
NAME_FAMILY_STATUS
0.04
FLAG_OWN_CAR
0.04
REGION_RATING_CLIENT_W_CITY
0.04
FLAG_DOCUMENT_16
0.03
FLAG_DOCUMENT_18
0.03
NAME_INCOME_TYPE
0.03
FLAG_DOCUMENT_11
0.03
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_14
0.02
MOST FREQUENT VALUES
0.0
135,466
50.7%
12,586
52.8%
1.0
85,673
32.1%
7,622
32.0%
2.0
28,685
10.7%
2,262
9.5%
3.0
10,215
3.8%
801
3.4%
4.0
4,030
1.5%
293
1.2%
5.0
1,617
0.6%
137
0.6%
6.0
753
0.3%
53
0.2%
7.0
350
0.1%
31
0.1%
8.0
191
<0.1%
22
<0.1%
9.0
83
<0.1%
16
<0.1%
10.0
53
<0.1%
10
<0.1%
11.0
32
<0.1%
0
0.0%
12.0
23
<0.1%
9
<0.1%
13.0
10
<0.1%
1
<0.1%
15.0
8
<0.1%
0
0.0%
SMALLEST VALUES
0.0
135,466
50.7%
12,586
52.8%
1.0
85,673
32.1%
7,622
32.0%
2.0
28,685
10.7%
2,262
9.5%
3.0
10,215
3.8%
801
3.4%
4.0
4,030
1.5%
293
1.2%
5.0
1,617
0.6%
137
0.6%
6.0
753
0.3%
53
0.2%
7.0
350
0.1%
31
0.1%
8.0
191
<0.1%
22
<0.1%
9.0
83
<0.1%
16
<0.1%
10.0
53
<0.1%
10
<0.1%
11.0
32
<0.1%
0
0.0%
12.0
23
<0.1%
9
<0.1%
13.0
10
<0.1%
1
<0.1%
14.0
5
<0.1%
0
0.0%
LARGEST VALUES
34.0
1
<0.1%
0
0.0%
24.0
2
<0.1%
0
0.0%
20.0
1
<0.1%
0
0.0%
18.0
1
<0.1%
0
0.0%
17.0
6
<0.1%
2
<0.1%
16.0
7
<0.1%
0
0.0%
15.0
8
<0.1%
0
0.0%
14.0
5
<0.1%
0
0.0%
13.0
10
<0.1%
1
<0.1%
12.0
23
<0.1%
9
<0.1%
11.0
32
<0.1%
0
0.0%
10.0
53
<0.1%
10
<0.1%
9.0
83
<0.1%
16
<0.1%
8.0
191
<0.1%
22
<0.1%
7.0
350
0.1%
31
0.1%
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_CONTRACT_TYPE_Consumer loans_count_HCredit_PApp
0.56
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
0.50
NAME_YIELD_GROUP_high_count_HCredit_PApp
0.50
NAME_PORTFOLIO_POS_count_HCredit_PApp
0.49
CODE_REJECT_REASON_Other_count_HCredit_PApp
0.29
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
0.26
CODE_REJECT_REASON_XAP_count_HCredit_PApp
0.24
MONTHS_BALANCE_pos_cash
-0.22
NAME_CONTRACT_STATUS_Active_count_pos_cash
0.21
DAYS_INSTALMENT_mean_HCredit_installments
-0.20
DAYS_DECISION_HCredit_PApp
-0.18
NAME_CONTRACT_STATUS_Completed_count_pos_cash
0.18
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
0.17
DAYS_BIRTH
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_INCOME_TYPE
0.13
ORGANIZATION_TYPE
0.12
FLAG_EMP_PHONE
0.11
OCCUPATION_TYPE
0.10
FLAG_DOCUMENT_6
0.08
FLAG_DOCUMENT_3
0.06
NAME_HOUSING_TYPE
0.05
REG_CITY_NOT_WORK_CITY
0.05
FLAG_OWN_CAR
0.05
REGION_RATING_CLIENT
0.05
REGION_RATING_CLIENT_W_CITY
0.05
FLAG_WORK_PHONE
0.04
NAME_FAMILY_STATUS
0.04
LIVE_CITY_NOT_WORK_CITY
0.04
MOST FREQUENT VALUES
0.0
158,321
59.2%
13,432
56.3%
1.0
69,311
25.9%
6,596
27.7%
2.0
24,760
9.3%
2,351
9.9%
3.0
8,940
3.3%
868
3.6%
4.0
3,414
1.3%
339
1.4%
5.0
1,318
0.5%
142
0.6%
6.0
600
0.2%
59
0.2%
7.0
283
0.1%
25
0.1%
8.0
113
<0.1%
15
<0.1%
9.0
64
<0.1%
5
<0.1%
10.0
34
<0.1%
5
<0.1%
11.0
19
<0.1%
0
0.0%
12.0
10
<0.1%
3
<0.1%
13.0
9
<0.1%
3
<0.1%
15.0
4
<0.1%
0
0.0%
SMALLEST VALUES
0.0
158,321
59.2%
13,432
56.3%
1.0
69,311
25.9%
6,596
27.7%
2.0
24,760
9.3%
2,351
9.9%
3.0
8,940
3.3%
868
3.6%
4.0
3,414
1.3%
339
1.4%
5.0
1,318
0.5%
142
0.6%
6.0
600
0.2%
59
0.2%
7.0
283
0.1%
25
0.1%
8.0
113
<0.1%
15
<0.1%
9.0
64
<0.1%
5
<0.1%
10.0
34
<0.1%
5
<0.1%
11.0
19
<0.1%
0
0.0%
12.0
10
<0.1%
3
<0.1%
13.0
9
<0.1%
3
<0.1%
14.0
2
<0.1%
2
<0.1%
LARGEST VALUES
29.0
1
<0.1%
0
0.0%
27.0
2
<0.1%
0
0.0%
20.0
1
<0.1%
0
0.0%
18.0
2
<0.1%
0
0.0%
16.0
4
<0.1%
0
0.0%
15.0
4
<0.1%
0
0.0%
14.0
2
<0.1%
2
<0.1%
13.0
9
<0.1%
3
<0.1%
12.0
10
<0.1%
3
<0.1%
11.0
19
<0.1%
0
0.0%
10.0
34
<0.1%
5
<0.1%
9.0
64
<0.1%
5
<0.1%
8.0
113
<0.1%
15
<0.1%
7.0
283
0.1%
25
0.1%
6.0
600
0.2%
59
0.2%
AMT_APPLICATION_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_CREDIT_HCredit_PApp
0.98
AMT_INSTALMENT_mean_HCredit_installments
0.49
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.35
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.29
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.28
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.26
AMT_INCOME_TOTAL
0.25
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.24
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.24
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.23
AMT_CREDIT
0.21
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.20
NAME_YIELD_GROUP_low_action_count_HCredit_PApp
0.18
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.12
REGION_RATING_CLIENT_W_CITY
0.10
REGION_RATING_CLIENT
0.09
NAME_FAMILY_STATUS
0.09
NAME_INCOME_TYPE
0.08
NAME_EDUCATION_TYPE
0.06
FLAG_OWN_CAR
0.06
NAME_HOUSING_TYPE
0.05
ORGANIZATION_TYPE
0.05
FLAG_OWN_REALTY
0.05
NAME_CONTRACT_TYPE
0.04
FLAG_DOCUMENT_8
0.04
FLAG_DOCUMENT_16
0.03
FLAG_DOCUMENT_18
0.03
MOST FREQUENT VALUES
0.0
959
0.4%
56
0.2%
225000.0
877
0.3%
79
0.3%
45000.0
790
0.3%
109
0.5%
135000.0
769
0.3%
76
0.3%
90000.0
648
0.2%
87
0.4%
67500.0
572
0.2%
66
0.3%
112500.0
567
0.2%
74
0.3%
450000.0
449
0.2%
43
0.2%
180000.0
439
0.2%
46
0.2%
337500.0
382
0.1%
49
0.2%
157500.0
349
0.1%
46
0.2%
675000.0
272
0.1%
11
<0.1%
22500.0
255
<0.1%
44
0.2%
270000.0
245
<0.1%
21
<0.1%
202500.0
209
<0.1%
20
<0.1%
SMALLEST VALUES
0.0
959
0.4%
56
0.2%
1800.0
1
<0.1%
0
0.0%
1901.25
1
<0.1%
0
0.0%
2757.75
1
<0.1%
0
0.0%
2806.875
1
<0.1%
0
0.0%
3105.0
1
<0.1%
0
0.0%
3132.0
1
<0.1%
0
0.0%
3330.0
1
<0.1%
0
0.0%
3404.25
1
<0.1%
0
0.0%
3442.5
1
<0.1%
0
0.0%
3449.6666666666665
1
<0.1%
0
0.0%
3461.538461538461
1
<0.1%
0
0.0%
3592.5
1
<0.1%
0
0.0%
3636.818181818182
1
<0.1%
0
0.0%
3800.8125
1
<0.1%
0
0.0%
LARGEST VALUES
4050000.0
1
<0.1%
0
0.0%
3330000.0
1
<0.1%
0
0.0%
3150000.0
8
<0.1%
0
0.0%
3105000.0
1
<0.1%
0
0.0%
3041550.0
1
<0.1%
0
0.0%
3015000.0
1
<0.1%
0
0.0%
2970000.0
1
<0.1%
0
0.0%
2925000.0
1
<0.1%
0
0.0%
2845030.5
1
<0.1%
0
0.0%
2722971.461538461
1
<0.1%
0
0.0%
2700000.0
3
<0.1%
0
0.0%
2632500.0
1
<0.1%
0
0.0%
2452500.0
1
<0.1%
0
0.0%
2400000.0
1
<0.1%
0
0.0%
2385000.0
1
<0.1%
0
0.0%
AMT_CREDIT_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_APPLICATION_HCredit_PApp
0.98
AMT_INSTALMENT_mean_HCredit_installments
0.49
NAME_PORTFOLIO_Cash_count_HCredit_PApp
0.38
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
0.33
PRODUCT_COMBINATION_Other_count_HCredit_PApp
0.32
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.27
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
0.27
NAME_YIELD_GROUP_low_normal_count_HCredit_PApp
0.26
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
0.26
AMT_INCOME_TOTAL
0.24
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
0.23
AMT_CREDIT
0.20
AMT_INST_MIN_REGULARITY_HCredit_CCard
0.20
NAME_PRODUCT_TYPE_walk-in_count_HCredit_PApp
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.11
REGION_RATING_CLIENT_W_CITY
0.10
REGION_RATING_CLIENT
0.09
NAME_FAMILY_STATUS
0.09
NAME_INCOME_TYPE
0.08
NAME_HOUSING_TYPE
0.06
NAME_EDUCATION_TYPE
0.06
NAME_CONTRACT_TYPE
0.05
FLAG_OWN_CAR
0.05
FLAG_OWN_REALTY
0.05
ORGANIZATION_TYPE
0.05
FLAG_DOCUMENT_16
0.04
FLAG_DOCUMENT_18
0.04
FLAG_DOCUMENT_8
0.04
MOST FREQUENT VALUES
45000.0
367
0.1%
60
0.3%
135000.0
329
0.1%
23
<0.1%
90000.0
274
0.1%
27
0.1%
225000.0
260
<0.1%
23
<0.1%
67500.0
240
<0.1%
28
0.1%
180000.0
224
<0.1%
9
<0.1%
0.0
220
<0.1%
7
<0.1%
112500.0
193
<0.1%
29
0.1%
22500.0
162
<0.1%
30
0.1%
157500.0
141
<0.1%
11
<0.1%
450000.0
140
<0.1%
9
<0.1%
47970.0
96
<0.1%
11
<0.1%
95940.0
87
<0.1%
15
<0.1%
71955.0
78
<0.1%
12
<0.1%
143910.0
78
<0.1%
7
<0.1%
SMALLEST VALUES
0.0
220
<0.1%
7
<0.1%
1800.0
1
<0.1%
0
0.0%
2806.875
1
<0.1%
0
0.0%
3306.375
1
<0.1%
0
0.0%
3375.0
1
<0.1%
0
0.0%
3404.25
1
<0.1%
0
0.0%
3461.538461538461
1
<0.1%
0
0.0%
3483.0
1
<0.1%
0
0.0%
3494.7
1
<0.1%
0
0.0%
3531.6
1
<0.1%
0
0.0%
3714.3
1
<0.1%
0
0.0%
3762.409090909091
1
<0.1%
0
0.0%
3814.0
1
<0.1%
0
0.0%
3914.25
1
<0.1%
0
0.0%
3947.625
1
<0.1%
0
0.0%
LARGEST VALUES
4050000.0
1
<0.1%
0
0.0%
3524220.0
3
<0.1%
0
0.0%
3374532.0
2
<0.1%
0
0.0%
3262266.0
1
<0.1%
0
0.0%
3150000.0
2
<0.1%
0
0.0%
3133494.0
1
<0.1%
0
0.0%
3105000.0
1
<0.1%
0
0.0%
3020760.0
1
<0.1%
0
0.0%
2758131.0
1
<0.1%
0
0.0%
2743528.5
1
<0.1%
0
0.0%
2723721.576923077
1
<0.1%
0
0.0%
2700000.0
2
<0.1%
0
0.0%
2673000.0
1
<0.1%
0
0.0%
2647279.5
1
<0.1%
0
0.0%
2624454.0
1
<0.1%
0
0.0%
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
0.63
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
-0.30
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.16
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
-0.16
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
-0.15
PRODUCT_COMBINATION_Other_count_HCredit_PApp
-0.14
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
-0.13
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
-0.10
CODE_REJECT_REASON_Other_count_HCredit_PApp
-0.10
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
-0.09
CHANNEL_TYPE_Other_count_HCredit_PApp
-0.09
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
-0.08
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.06
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_16
0.17
FLAG_DOCUMENT_18
0.16
FLAG_DOCUMENT_11
0.13
FLAG_OWN_REALTY
0.12
FLAG_DOCUMENT_14
0.11
FLAG_DOCUMENT_13
0.11
NAME_TYPE_SUITE
0.10
NAME_EDUCATION_TYPE
0.10
FLAG_DOCUMENT_3
0.09
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.09
NAME_CONTRACT_TYPE
0.07
REGION_RATING_CLIENT
0.06
OCCUPATION_TYPE
0.06
MOST FREQUENT VALUES
1.0
262,674
98.3%
23,361
98.0%
0.8333333333333334
435
0.2%
39
0.2%
0.8
423
0.2%
43
0.2%
0.75
363
0.1%
33
0.1%
0.8571428571428571
359
0.1%
34
0.1%
0.875
352
0.1%
32
0.1%
0.8888888888888888
327
0.1%
24
0.1%
0.9
253
<0.1%
22
<0.1%
0.6666666666666666
244
<0.1%
22
<0.1%
0.9090909090909092
227
<0.1%
22
<0.1%
0.9166666666666666
162
<0.1%
18
<0.1%
0.9230769230769232
146
<0.1%
12
<0.1%
0.9285714285714286
122
<0.1%
17
<0.1%
0.5
84
<0.1%
16
<0.1%
0.7142857142857143
73
<0.1%
11
<0.1%
SMALLEST VALUES
0.1111111111111111
1
<0.1%
0
0.0%
0.25
4
<0.1%
0
0.0%
0.2727272727272727
1
<0.1%
0
0.0%
0.2857142857142857
1
<0.1%
1
<0.1%
0.2941176470588235
1
<0.1%
0
0.0%
0.3
1
<0.1%
0
0.0%
0.3076923076923077
1
<0.1%
0
0.0%
0.3333333333333333
15
<0.1%
7
<0.1%
0.3529411764705882
1
<0.1%
0
0.0%
0.3636363636363636
1
<0.1%
0
0.0%
0.375
2
<0.1%
0
0.0%
0.4
8
<0.1%
1
<0.1%
0.4117647058823529
1
<0.1%
0
0.0%
0.4166666666666667
1
<0.1%
0
0.0%
0.4285714285714285
6
<0.1%
1
<0.1%
LARGEST VALUES
1.0
262,674
98.3%
23,361
98.0%
0.9814814814814816
1
<0.1%
0
0.0%
0.9767441860465116
1
<0.1%
0
0.0%
0.9743589743589745
1
<0.1%
0
0.0%
0.9736842105263158
1
<0.1%
0
0.0%
0.9714285714285714
3
<0.1%
0
0.0%
0.9705882352941176
2
<0.1%
0
0.0%
0.9696969696969696
7
<0.1%
0
0.0%
0.96875
4
<0.1%
2
<0.1%
0.967741935483871
2
<0.1%
0
0.0%
0.9666666666666668
5
<0.1%
1
<0.1%
0.9655172413793104
5
<0.1%
1
<0.1%
0.9642857142857144
6
<0.1%
1
<0.1%
0.9629629629629628
11
<0.1%
1
<0.1%
0.9615384615384616
4
<0.1%
1
<0.1%
NFLAG_LAST_APPL_IN_DAY_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FLAG_LAST_APPL_PER_CONTRACT_HCredit_PApp
0.63
NAME_CONTRACT_TYPE_Revolving loans_count_HCredit_PApp
-0.20
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.11
NAME_CONTRACT_STATUS_Refused_count_HCredit_PApp
-0.09
NAME_CASH_LOAN_PURPOSE_XAP_count_HCredit_PApp
-0.09
PRODUCT_COMBINATION_Other_count_HCredit_PApp
-0.08
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
-0.08
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
-0.06
CODE_REJECT_REASON_Other_count_HCredit_PApp
-0.06
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.06
MONTHS_BALANCE_HCredit_CCard
0.06
CHANNEL_TYPE_Other_count_HCredit_PApp
-0.05
NAME_CLIENT_TYPE_Repeater_count_HCredit_PApp
-0.05
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_16
0.17
FLAG_DOCUMENT_18
0.16
FLAG_DOCUMENT_11
0.13
FLAG_OWN_REALTY
0.12
FLAG_DOCUMENT_14
0.11
FLAG_DOCUMENT_13
0.11
NAME_TYPE_SUITE
0.10
NAME_EDUCATION_TYPE
0.10
FLAG_DOCUMENT_3
0.09
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.09
NAME_CONTRACT_TYPE
0.06
REGION_RATING_CLIENT
0.06
OCCUPATION_TYPE
0.06
MOST FREQUENT VALUES
1.0
263,485
98.6%
23,464
98.4%
0.8333333333333334
386
0.1%
23
<0.1%
0.8
351
0.1%
31
0.1%
0.8571428571428571
318
0.1%
30
0.1%
0.875
307
0.1%
33
0.1%
0.75
302
0.1%
28
0.1%
0.8888888888888888
288
0.1%
22
<0.1%
0.9
226
<0.1%
24
0.1%
0.6666666666666666
196
<0.1%
21
<0.1%
0.9090909090909092
195
<0.1%
19
<0.1%
0.9166666666666666
134
<0.1%
18
<0.1%
0.9230769230769232
127
<0.1%
13
<0.1%
0.9285714285714286
104
<0.1%
11
<0.1%
0.5
79
<0.1%
11
<0.1%
0.9333333333333332
73
<0.1%
6
<0.1%
SMALLEST VALUES
0.0
38
<0.1%
4
<0.1%
0.3333333333333333
9
<0.1%
0
0.0%
0.3529411764705882
1
<0.1%
0
0.0%
0.3636363636363636
1
<0.1%
0
0.0%
0.4
2
<0.1%
0
0.0%
0.4545454545454545
2
<0.1%
0
0.0%
0.5
79
<0.1%
11
<0.1%
0.5294117647058824
1
<0.1%
0
0.0%
0.5555555555555556
4
<0.1%
0
0.0%
0.5714285714285714
6
<0.1%
0
0.0%
0.6
22
<0.1%
4
<0.1%
0.6111111111111112
1
<0.1%
0
0.0%
0.6153846153846154
2
<0.1%
0
0.0%
0.6206896551724138
1
<0.1%
0
0.0%
0.625
7
<0.1%
0
0.0%
LARGEST VALUES
1.0
263,485
98.6%
23,464
98.4%
0.9814814814814816
1
<0.1%
0
0.0%
0.972972972972973
1
<0.1%
0
0.0%
0.9705882352941176
6
<0.1%
0
0.0%
0.9696969696969696
2
<0.1%
0
0.0%
0.96875
1
<0.1%
0
0.0%
0.967741935483871
2
<0.1%
0
0.0%
0.9666666666666668
3
<0.1%
1
<0.1%
0.9655172413793104
5
<0.1%
1
<0.1%
0.9642857142857144
6
<0.1%
1
<0.1%
0.9629629629629628
9
<0.1%
2
<0.1%
0.9615384615384616
7
<0.1%
1
<0.1%
0.96
10
<0.1%
0
0.0%
0.9583333333333334
16
<0.1%
1
<0.1%
0.9565217391304348
13
<0.1%
0
0.0%
DAYS_DECISION_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MONTHS_BALANCE_pos_cash
0.83
DAYS_INSTALMENT_mean_HCredit_installments
0.81
MONTHS_BALANCE_HCredit_CCard
0.59
NAME_CONTRACT_STATUS_Active_count_HCredit_CCard
-0.59
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.43
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
0.29
NAME_PORTFOLIO_XNA_count_HCredit_PApp
0.28
NAME_YIELD_GROUP_high_count_HCredit_PApp
-0.23
NAME_CONTRACT_STATUS_Active_count_pos_cash
-0.23
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
0.22
NUM_INSTALMENT_NUMBER_mean_HCredit_installments
-0.22
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
0.19
CNT_DRAWINGS_CURRENT_HCredit_CCard
0.19
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.13
FLAG_DOCUMENT_3
0.10
ORGANIZATION_TYPE
0.08
NAME_EDUCATION_TYPE
0.07
FLAG_PHONE
0.06
FLAG_DOCUMENT_18
0.06
FLAG_DOCUMENT_16
0.06
FLAG_DOCUMENT_11
0.05
NAME_FAMILY_STATUS
0.05
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
OCCUPATION_TYPE
0.04
REG_CITY_NOT_LIVE_CITY
0.04
NAME_TYPE_SUITE
0.04
MOST FREQUENT VALUES
-350.0
133
<0.1%
12
<0.1%
-327.0
133
<0.1%
9
<0.1%
-355.0
132
<0.1%
14
<0.1%
-351.0
131
<0.1%
10
<0.1%
-301.0
131
<0.1%
13
<0.1%
-308.0
130
<0.1%
18
<0.1%
-404.0
128
<0.1%
7
<0.1%
-349.0
128
<0.1%
12
<0.1%
-292.0
127
<0.1%
14
<0.1%
-336.0
127
<0.1%
11
<0.1%
-264.0
126
<0.1%
6
<0.1%
-362.0
126
<0.1%
13
<0.1%
-288.0
126
<0.1%
12
<0.1%
-364.0
125
<0.1%
9
<0.1%
-297.0
124
<0.1%
15
<0.1%
SMALLEST VALUES
-2922.0
8
<0.1%
1
<0.1%
-2921.0
9
<0.1%
1
<0.1%
-2920.0
5
<0.1%
0
0.0%
-2919.0
6
<0.1%
1
<0.1%
-2918.0
8
<0.1%
0
0.0%
-2917.0
8
<0.1%
1
<0.1%
-2916.0
8
<0.1%
1
<0.1%
-2915.0
6
<0.1%
0
0.0%
-2914.0
8
<0.1%
1
<0.1%
-2913.0
6
<0.1%
0
0.0%
-2912.0
6
<0.1%
1
<0.1%
-2911.0
7
<0.1%
1
<0.1%
-2910.0
4
<0.1%
0
0.0%
-2909.0
4
<0.1%
0
0.0%
-2908.0
6
<0.1%
1
<0.1%
LARGEST VALUES
-2.0
10
<0.1%
0
0.0%
-3.0
10
<0.1%
1
<0.1%
-3.333333333333333
1
<0.1%
0
0.0%
-3.5
2
<0.1%
0
0.0%
-3.7142857142857135
1
<0.1%
0
0.0%
-4.0
5
<0.1%
1
<0.1%
-4.333333333333333
1
<0.1%
0
0.0%
-5.0
9
<0.1%
1
<0.1%
-5.25
1
<0.1%
0
0.0%
-5.5
2
<0.1%
0
0.0%
-5.8
1
<0.1%
0
0.0%
-6.0
9
<0.1%
2
<0.1%
-6.181818181818182
1
<0.1%
0
0.0%
-6.666666666666667
1
<0.1%
0
0.0%
-7.0
7
<0.1%
1
<0.1%
SELLERPLACE_AREA_HCredit_PApp
MISSING:
15,474
(5%)
980
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NAME_SELLER_INDUSTRY_XNA_count_HCredit_PApp
-0.01
NAME_GOODS_CATEGORY_XNA_count_HCredit_PApp
-0.01
CNT_INSTALMENT_MATURE_CUM_HCredit_CCard
-0.01
NAME_CASH_LOAN_PURPOSE_XNA_count_HCredit_PApp
-0.01
CHANNEL_TYPE_Credit and cash offices_count_HCredit_PApp
-0.01
NAME_PORTFOLIO_Cash_count_HCredit_PApp
-0.01
NAME_PAYMENT_TYPE_XNA_count_HCredit_PApp
-0.01
NAME_SELLER_INDUSTRY_Consumer electronics_count_HCredit_PApp
0.01
PRODUCT_COMBINATION_POS mobile with interest_count_HCredit_PApp
-0.01
NAME_PRODUCT_TYPE_x-sell_count_HCredit_PApp
-0.01
NAME_GOODS_CATEGORY_Other_count_HCredit_PApp
0.01
CODE_REJECT_REASON_XAP_count_HCredit_PApp
-0.01
NAME_PORTFOLIO_XNA_count_HCredit_PApp
-0.01
NAME_CONTRACT_STATUS_Canceled_count_HCredit_PApp
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CREDIT_ACTIVE_Sold_count_Bureau
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
OCCUPATION_TYPE
0.01
REG_REGION_NOT_WORK_REGION
0.01
NAME_INCOME_TYPE
0.01
NAME_FAMILY_STATUS
0.01
CODE_GENDER
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_3
0.01
FLAG_OWN_CAR
0.01
NAME_CONTRACT_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_WORK_PHONE
0.00
MOST FREQUENT VALUES
-1.0
12,303
4.6%
1,170
4.9%
50.0
3,194
1.2%
293
1.2%
20.0
2,780
1.0%
315
1.3%
100.0
2,712
1.0%
204
0.9%
30.0
2,711
1.0%
327
1.4%
40.0
1,973
0.7%
233
1.0%
25.0
1,575
0.6%
197
0.8%
15.0
1,545
0.6%
143
0.6%
150.0
1,404
0.5%
126
0.5%
10.0
1,297
0.5%
146
0.6%
200.0
1,245
0.5%
92
0.4%
0.0
1,162
0.4%
80
0.3%
60.0
1,056
0.4%
111
0.5%
35.0
1,031
0.4%
119
0.5%
5.0
964
0.4%
114
0.5%
SMALLEST VALUES
-1.0
12,303
4.6%
1,170
4.9%
-0.9655172413793104
1
<0.1%
0
0.0%
-0.9629629629629628
1
<0.1%
0
0.0%
-0.9615384615384616
1
<0.1%
0
0.0%
-0.96
1
<0.1%
0
0.0%
-0.9565217391304348
2
<0.1%
0
0.0%
-0.9545454545454546
3
<0.1%
0
0.0%
-0.9523809523809524
1
<0.1%
0
0.0%
-0.95
2
<0.1%
0
0.0%
-0.9444444444444444
5
<0.1%
0
0.0%
-0.9411764705882352
3
<0.1%
0
0.0%
-0.9375
7
<0.1%
2
<0.1%
-0.9333333333333332
4
<0.1%
1
<0.1%
-0.9285714285714286
10
<0.1%
0
0.0%
-0.925925925925926
1
<0.1%
0
0.0%
LARGEST VALUES
4000000.0
2
<0.1%
0
0.0%
666665.8333333334
1
<0.1%
0
0.0%
444443.5555555556
1
<0.1%
0
0.0%
400229.6
1
<0.1%
0
0.0%
250000.0
1
<0.1%
0
0.0%
130350.0
1
<0.1%
0
0.0%
120000.0
1
<0.1%
0
0.0%
83393.33333333333
1
<0.1%
0
0.0%
74625.0
29
<0.1%
4
<0.1%
65489.0
1
<0.1%
0
0.0%
59730.0
1
<0.1%
0
0.0%
56500.0
1
<0.1%
0
0.0%
56008.25
1
<0.1%
0
0.0%
56006.25
1
<0.1%
0
0.0%
55968.5
1
<0.1%
0
0.0%